{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook shows how to load samples from PASTIS using the dataloaders provided in the repository. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Fill these file paths with the locations on your machine. \n",
    "PATH_TO_CODE = '/path/pastis-benchmark/code/' # path to the code folder of the repo\n",
    "PATH_TO_PASTIS = '/path/PASTIS'\n",
    "PATH_TO_PASTISR = '/path/PASTIS-R'\n",
    "PATH_TO_PASTISR_pixel = '/path/PASTIS-R_PixelSet/'\n",
    "\n",
    "\n",
    "import sys\n",
    "sys.path.append(PATH_TO_CODE)\n",
    "\n",
    "\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "import matplotlib\n",
    "\n",
    "cm = matplotlib.cm.get_cmap('tab20')\n",
    "def_colors = cm.colors\n",
    "cus_colors = ['k'] + [def_colors[i] for i in range(1,20)]+['w']\n",
    "cmap = ListedColormap(colors = cus_colors, name='agri',N=21)\n",
    "\n",
    "def get_rgb(x, batch_index=0, t_show=1):\n",
    "    \"\"\"Utility function to get a displayable rgb image \n",
    "    from a Sentinel-2 time series.\n",
    "    \"\"\"\n",
    "    im = x['S2'][batch_index, t_show, [2,1,0]].cpu().numpy()\n",
    "    mx = im.max(axis=(1,2))\n",
    "    mi = im.min(axis=(1,2))   \n",
    "    im = (im - mi[:,None,None])/(mx - mi)[:,None,None]\n",
    "    im = im.swapaxes(0,2).swapaxes(0,1)\n",
    "    im = np.clip(im, a_max=1, a_min=0)\n",
    "    return im\n",
    "\n",
    "def get_radar(x, batch_index=0, t_show=6, orbit='D'):\n",
    "    \"\"\"Utility function to get a displayable image \n",
    "    from a Sentinel-1 time series.\n",
    "    \"\"\"\n",
    "    im = x['S1{}'.format(orbit)][batch_index, t_show].cpu().numpy()\n",
    "    mx = im.max(axis=(1,2))\n",
    "    mi = im.min(axis=(1,2))   \n",
    "    im = (im - mi[:,None,None])/(mx - mi)[:,None,None]\n",
    "    im = im.swapaxes(0,2).swapaxes(0,1)\n",
    "    im = np.clip(im, a_max=1, a_min=0)\n",
    "    return im"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PASTIS "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading patch metadata . . .\n",
      "Done.\n",
      "Dataset ready.\n"
     ]
    }
   ],
   "source": [
    "from dataloader import PASTIS_Dataset\n",
    "from collate import pad_collate\n",
    "\n",
    "dt = PASTIS_Dataset(PATH_TO_PASTIS, norm=True, target='instance')\n",
    "# If you only need to evaluate semantic segmentation use target='semantic'\n",
    "\n",
    "dl = torch.utils.data.DataLoader(dt, batch_size=2, collate_fn=pad_collate, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2, 61, 10, 128, 128])\n",
      "torch.Size([2, 61])\n"
     ]
    }
   ],
   "source": [
    "# Loading a batch from the dataloader\n",
    "(x, dates), y = dl.__iter__().__next__()\n",
    "\n",
    "# x is a dictionary thay contains the Sentinel-2 time series\n",
    "# in the 'S2' key, shape: B x T x C x H x W\n",
    "print(x['S2'].shape)\n",
    "# dates contains the observation dates of each image, shape: B x T\n",
    "print(dates['S2'].shape)\n",
    "# y contains the different ground truth annotations used for panoptic segmentation\n",
    "(\n",
    "    target_heatmap,\n",
    "    instance_ids,\n",
    "    pixel_to_instance_mapping,\n",
    "    instance_bbox_size,\n",
    "    object_semantic_annotation,\n",
    "    pixel_semantic_annotation,\n",
    ") = y.split((1, 1, 1, 2, 1, 1), dim=-1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIcAAAEiCAYAAABjmLJhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAAIABJREFUeJzsvXmcZVdZ7v+8e+8z1Tk1d3VXd6fTHZIOCYTpCkS8CFxlEMULNwriBWRSwAm5+kMQuSQgIFHxoggm8TIJyiCKIIJJUMEfgwHClJCxk06np6queTrj3nvdP95nnT5Vqaqurq6qU9X1fj+f+pw6Z++9pr33Omev9aznFeccDMMwDMMwDMMwDMMwjO1J0O4CGIZhGIZhGIZhGIZhGO3DBocMwzAMwzAMwzAMwzC2MTY4ZBiGYRiGYRiGYRiGsY2xwSHDMAzDMAzDMAzDMIxtjA0OGYZhGIZhGIZhGIZhbGNscMgwDMMwDMMwDMMwDGMbY4NDxpoiIi8Tka+2uxxni4hcJyL/u93lMAxjeyEiXxaRX25j/l8VkZe1K3/DMNqHiBwQESciUbvLYhjGxiIiLxKRm1Zx3IdF5O0r3HfVv3Ha/ftou2KDQ22EAym3iUhZRIZE5C9FpGed8rpARP5eREZFZEpEbvcPBCJyqYh8VkRGRGRcRG4UkYevRzk2A4sNYDnnXuOc+4N2lckwVouI/E8R+baIzIrISRH5oog8eQ3SvUZEPrYWZWwnIvIMEfl3EZkRkTER+Z6IvEFE8u0u23JwwHqWf3URabS8/+Iq03y7iHx4jYtqGG1DRB4QkaefYxpbclLLMIzNgYg8WUS+zuercRH5mog8od3lamWxgWDn3N84557ZznIZmw8bHGoTIvI7AK4F8HoA3QB+FMB+ADeLSHYdsvwogKPMox/ASwAMc1sPgM8BeDiAXQC+CeCz61CGNcFmuAxDEZHfBvAeAO+E3rsXAng/gOe2s1zA5rhPReT5AD4N4G8B7HfO9QP4BQAXANi3xDFtLzfQHLAuOedK0PP7Sf/eOffshftvlnIbhmEYxnZBRLoAfB7AewH0AdgL4K0Aau0sl2GsFhscagPsSN4K4Dedc//inGs45x4A8AIABwC8mPtdIyKfEpG/5qz3D0Xk8S3p7KEaaEREDovIa5fJ9gkAPuycm3POxc657zrnvggAzrlvOuc+4Jwbd841APwfAA8Xkf4lyt/NMo2IyBERebOIBPN3kb/gCPpdIvKTLRteJiL3sz6HReRFLdteISJ3isgE1Uv7W7Y5Efl1EbkXwL1UWf3JgnJ9lg/LEJE3ish9zOcOEfkf/PxyANcBeBJn4Cf5+TyJpIj8iogc4gzA50Rkz4KyvEZE7hWRSRF5n4jIMm1vGGuOiHQDeBuAX3fO/QPv7YZz7p+cc6/nPkHLvTDG/qSP2/ws0ktF5EFRVeHvc9tPAXgTgF/gffJ9n6eIfIAKpeNUooTc9jLOlv0fERkDcI2fkReRP+F9fVhEnt1ah2XSu0REvsJ+ZFREPsnPhXmcEpFpUfXlFYu0jwD4UwBvc879lXNuHACcc3c7537TOXcv97tGRD4tIh8TkWkALxORnIi8R0RO8O89IpJrqedXF+TlROQS/v9h9gn/zP7nFhG5uGXfZ7BfnBKRvwCwqr6D7eNE5OUi8iCAm0Tk6SLywIL9jonI00TkOQB+F8CLeE5vbdntItFZzxkR+Rd/jRjGVmIF/c1Dfn8s85vgZ0Tku+xjjorINS3pLNl3cnsoIm+S079BbhWRfdx2mYjcLPrb4m4RecEy9fky+8Svs2z/JCL9IvI3LNe3RORAy/5/xrJOM88fb9n2RFGF6bSIDIvIny6R58+JqrGuEJE8+8Ux0d863xKRXas4NYZxPnMpADjnPu6cS5xzFefcTc65H/gd5MzPN78m+kwxIyJ/ICIX876fFv3dluW+vSLyedHnrwn+f0FLWl/m8V9jWjeJyA5u/g++TrI/edLC3zMi8siW/mlYRN50psqfqUzkYhH5Juvz2dbfGCLyo6zrpIh8X0SetkQ+i/4mNNYB55z9bfAfgJ8CEAOIFtn2EQAf5//XAKgC+GkAIYA/BPCf3BYAuBXAWwBkATwMwP0AnrVEnl8C8DUALwRw4RnK9zwAJ5fZ/tdQZVEndDDrHgCv5LaXsW7/C0AGOks/BR1NLwKYBvBw7rsbwCP5/3MBHAJwOYAIwJsBfL0lTwfgZqZTAPAUqBJKuL0XQAXAHr5/PoA9bKdfADAHYHdLGb+6oE4fBvB2/v8TAEYB/BcAOehswH8sKMvnoYqrCwGMAPipdl9X9re9/pbrR1r2+S0A/wlVyuQAXN/SvxzgtfxXvKceA53pupzbrwHwsQXpfYZpFAHshKoMX81t/t7/Td7DBX7WAPAr0D7sVwGcaLlvl0vv4wB+n/dwHsCT+fmzoH1fD3Rg5XJ/by8o62Ws34EztOM1LOPzmFcBOuj2nyzTAICvA/iDlnou7D8cgEv4/4cBjAF4ItvhbwB8gtt2AJgB8PPQ/vF/sc1+eQVlXHguLmG+HwLQwXI/HcADC/Y7BuBp/P/t0EmC1u1fBXAvgINM5/8H+0L7s7/N/gfgAQBP5/9L9jdY/vfHYvf00wA8in3Co6FK6+dx2wEs33e+HsBtUDW2cHs/y3AUwMvZNzwO+lvjEUvU7cvQ30UXQxXmd0B/bz2dx/81gA+17P9i5hMB+B0AQwDy3PYNAC/h/yUAP7qgLhHLdailL3s1gH9ivxAC+BEAXe0+5/Znf5vpD0AX9Dv/IwCeDaB3wfaVPN98luk8kn3Jv0Kf6/x9/1Lu2w/g53hPdgL4OwD/2JLWlwHcBx2wKvD9u7itea+37N/s+5jeSfYdeb6/cok6fxinn5lWUqbjAK5gH/j34O8ZqMpqDPqcGwB4Bt8PtBz7y/x/0d+E9rf2f6Ycag87AIw65+JFtp3kds9XnXNfcM4l0KVhj+HnT4DePG9zztWdc/dDf6i8cIk8nw/90f+/ARwW9d14yHpYjva+D8BvL5aI6Kz+CwH8nnNuxqni6d3QZWqeUwDe41TF8EkAdwP4GW5LAVwhIgXn3Enn3A/5+WsA/KFz7k62yzsBPLZ1dJ3bx51zFdbFAfAzYz8P4BvOuRMA4Jz7O+fcCedcyjLcC31YWwkvAvBB59x3nHM1AL8HnVU80LLPu5xzk865BwH8O4DHrjBtw1gr+rF0P+J5DYDfd84d47V8DYCfl/lLkN7qdKbr+wC+j9N9zDw4Y/zTAF7nVKV0CqoybO1zTjjn3utUnVjhZ0ecKncS6I+n3QB2rSC9BnQZ7B7nXNU599WWzzuhgz/CPuPkIkX2/ehQSx0+wdmpsoi09lnfcM79I/uLCrQPeJtz7pRzbgSq9Gzd/0x8xqkiM4YODvn+4acB/NA592mnKs33tJZvlVztnCu3tPdq+IBz7l7nXBn6w876M2Orsmh/w21L/f54CM65LzvnbmOf8APog8lTF+y2VN/5ywDe7FSl6Jxz33fOjQF4DnTw9kPsI78LfVB6/jL1+ZBz7j7n3BSALwK4zzn3JfYtfwcdYPJl/phzboxpvxs6IeD9IxsALhGRHc65Wefcfy7I53XQQa2nOecOtRzTDx0sSpxztzrnppcpq2FsO3hPPBmnB4xHRFcc+H5nJc83f+Scm2afdDuAm5xz97fc949jXmPOub/nd/4MgHfgof3Sh5xz9/A3waew8u/z5wAYcs69m7+5Zpxzt6yg/isp00edc7c75+agz6Ev4PPkiwF8gc+5qXPuZgDfhv5WWshSvwmNNcYGh9rDKIAdsrhHxG5u97Q+OJQB5HncfgB7+KAzKSqFfhNO/wiah3Nuwjn3RufcI7nP9wD8o8jp5VAiMgDgJgDvd859fImy74DOeB9p+ewIdPTXc9w5HeZt2b6HncIvQDvKk6LLLi7jPvsB/FlLXcahM26t6R5tqY8D8AkAv8iP/if0IczX5Zc4AObTuwLzB92WY09r/Zxzs9CR7NayLDwvpRWmbRhrxRiW7kc8+wF8puU+uBNAgvn9xEqv5f3Qe/9kS3rXQ9U1nqOLHNdMn4MPYB5nSu93oX3AN0WX1L6CafwbgL+ADmKfEpEbRJfqLmSMr7tb8n+hc64HwHegM+FLlXteH8D/92DlLNWme/DQfmyxNjsbzvV4wPoz4/xh0f7mDL8/HoKIXClqZD8iIlM8buFviKXum33Q2fuF7Adw5YLfbS8CMLhMfYZb/q8s8r55r4rI/8elK1NMu7ulzK+Eqgnu4vKw5yzI5/UA3uecO9by2UcB3AjgE6LLa/9IRDLLlNUwtiUc+HmZc+4C6PPGHujkD7Cy55sV3eci0iEi14taekxDl4r1cKDFs9rv86X6rWVZYZlaf6ccgf722wFtm+cv6BOfjJbfbS0s+pvQWHtscKg9fAMqG7yq9UMRKUElif+6gjSOAjjsnOtp+et0zi022joP59wogD+Bdl7ef6QXOjD0OefcO5Y5fBSnR289F0Ilg569rYNO3O4VPTc6554BvfHvgo6y+/q8ekF9Cs65r7cWfUFZPg5VQewHcCV0Bg58/1cAfgNAPx8Gb8dpb4+F6SzkRGv9RKQInT07vuQRhrHx+H7kecvscxTAsxfcV3nn3Equ5YX3yVHmt6MlrS4OOC91zHIsm55zbsg59yvOuT3Q5Q3vF/r6OOf+3Dn3IwAeAX3gef0i6d8NvWevWmTbmeo6rw9ASx8GXaLa4TeIyHIPdgs5iRYjbPaTixpjr5QFA/ELyxZB+67m7ueSl2FsZZb5/bHYffG30EAd+5xz3VBfopX6gx2FLgVb7POvLOiPS865Xz2riiyCqL/Q70K9K3v5u2fKl9mpMvAXoYPv1wL4NH/beJ4J4M0i8nP+A6fq77c65x4B4MegyoJfOteyGsb5jHPuLuiyK++FuJLnm5XyO1A14JXOuS6oxQawsr7pTN//R6FL2dajTK2/cy6EPkeOMs+PLmibonPuXQ8p/DK/CY21xQaH2gBlgm8F8F4R+SkRyXDJ0qeg/hAfXUEy3wQwIxqSuSBqgHjFYkvFAEBEruX2SEQ6oWvxDznnxjjrfiOArznn3niGsics5ztEpJMDMb8NoDXk9U4Ar2W9ng9dZ/sFEdklIs/lD5IagFmozBvQH16/JyKPZHm7eexyZfkutHP5vwBudM5NclMR2gmOMK2X43QnDeiI/AWydFS4jwN4uYg8VtSE9p0AbnG6hM4wNgXsR94C4H0i8jzO3mRE5Nki8kfc7TrovbofUHWgiKw0ktkwgANCs3mnS7duAvBuEekSNbu+WEQWyodXWv5l0xOR58tpU8MJ6D2disgTOKufgQ6GVHG6H2lNP4X+aLla1GC+V5SDWEJh2cLHoQ9KA6Jmjm/B6T7u+wAeyf4hD12qt1L+mcdexYGb12J51cDZcheAThF5FtvnaugMncefUzPQN7YVZ/j9sdhvgk4A4865qog8EapOXin/F8AfiMhB9jmPFg3w8XkAl4rIS9hXZ9ifXX7uNUQn1L9sBEAkIm+BepgAAETkxSIywH7R/1Zq7Td/CPWxe5+I/Hce899E5FFUAExDH+ge0tcaxnZG1GT+d/zvFVHz+V+E+hYCq3i+WYZOqJJoUtTU+eqzOHYEev8uNQD0eQC7ReR1okE5OkXkyjUq04tF5BEi0gH1dPw0nyc/BuBn+ZslFDXBf5o81NB6yd+EKyifcZbY4FCbcM79EXQZ2J9Av3RvgY6g/qRTb5AzHZ9AZ3EeC+AwTg+SdC9xSAfU/HUSaly9H8B/57b/AfUwermog73/u3CJtH4T+lB2P9TM9G8BfLBl+y1Qc9NR6NrTn3e63j6ADiSdgMoqnwodpIJz7jPQ2axPiMoSb4eqqM7E30LNGf/Wf+CcuwPqg/QN6I++R0HNuD3/Bv0hNCQirUv4/PFfgq6J/XvoTP/FWNrLaR4i8uMiMruSfQ3jXHHqK/HbUIPDEWgf8hsA/pG7/Bl09vsmEZmB/lhZyZc9oH4WADAmIt/h/78ENcC/A/rl/GksLv9dKcul9wQAt/B++hyA33LqrdYFnfGfgMqTxwD88WKJO/UbewF0XftRaJ/0KQA3tNRvMd4OXff+A6ix7Hf4GZxz90B/3HwJ6mW24nXvVG0+H8C7WO6DmN83nRPOuQlo//wRqGpqHPMl5p+Etve4iHzzTOnxx9qsiDxprcpoGG1iyd8fWPw3wa8BeBv7zbdA+42V8qfc/ybo77sPACjQj+OZ0N8TJ6D35rVQb6Bz5UYA/wI1rD4CHTRvXcrxUwB+yP70zwC80C3wKXPqnfQcAH8lGuVtENonT0OXJH8FnLwUketE5Lo1KLdhbHVmoL+rbhGROejvrNuhk1Pn8nyzGO+BGk2PMp9/WemBXGb7DgBfE13C9aMLts9ADaF/Fto33Qvgv61RmT4KVVMNQc2kX8s8j0INu9+E079hX4/FxyeW+k0I0WVmL1rkGGMV+IgxhmEYhmEYhmEYhmEYxjbElEOGYRiGYRiGYRiGYRjbGBscMgzDMAzDMAzDMAzD2Mas2+CQqNHy3SJySESWNTk2DMNYL6wvMgxjM2B9kWEYmwHriwzDWIp18RxiZIN7oMZWxwB8C8Av0ijYMAxjQ7C+yDCMzYD1RYZhbAasLzIMYznWSzn0RGiY9Pudc3UAn4C6kRuGYWwk1hcZhrEZsL7IMIzNgPVFhmEsSbRO6e7F/BCax7BM+OQwClwmF0GoYhLRYnVkMwAABwcJRP+n0CngsJYI/0kd9yXiuF+on3N7vV5HvZHoNhHuCx4bzH/PzHyewg3iswiAkPk3P8PCf7Dodp9mkmpZnKBZR1mQ5kPq5tPga8A9m/VxDqkvO3w7+DTnt6Nzmn/i9PNQmxzdPd26PQ0Qx/G8fPMdHQCAYrGLaeuxtapGRY2TxrxKJnGCJNE00jTlJt0WRtG8ygSsexjKvDTSJGnWI5vRbQ1NCtX6/LR9+zXrzGsh9e3ItCBAzGOTWMvciBOWS6+bUj6vdeJ58q9RGLFcevxstYaknrRWpVl2h/l18ec5YN2zoeYV8vMoipBl/s32YtlTpu7Po3+JG1qOOusjGT0+I0Ezv4T1Fl4nIfOt1WqsU4Z15zloth+a9fLnodzQ9vLnPuS9MzY1M+qcG8Dm4az6oqzkXB7FdS/UmfDnCDxH8NdDTl/jgm5PC3p99BXK2BHOAgBywvPKe3s0KQEAxit63wYVPVdRhX1DjfcDr30kCSyKpbGRXProMgDgnh90rFmaM5jY0n3RjnzeHejsbL5/EPvXr2TGolyII/PeT2+DU9B1BKhg15qlV8Dw2R2wY/7bI7N71qwsK2F/dUjzzQ+u/KCq/nbav+B68dw6Orql+yIA6Ozrc/179+HI7T8AAOy/4tHrVzpjUXzbex41+PA2lWTjuG3o7jW91ha24ZlYmPeO6ck1K8tKGO3qOet8/TFL1dU5J4tuaGG9BofOiIi8CsCrACDKhth3+U5EfPAsRP0AgEfv3wkASBOHTFHrUk/0NV/QdPKhPvi4qj4UNxKOGGQ1rY6CPujVy7r96NFjODIypflkOIjAh/RYdCDAP0xXOWCQ1DXJTKD7hXxAz+cCdGa0IDn/kCyaf8pnuiDQfTMcsMikul/MkY3Jsj7QNbIOUT6rRc/kAACRYyJ1Dlw4rYNrPqzrPznHwTQ/spOmKFe00I0gYXsxbehrEmu5ao05AMBUomn07NRyPed5P6vHz+YwMjqmdQm1Dg9/9GMBAD/ypGcBADr5oHrPPbcDAMYmTmlbsOHGxyYwPaEXdq2iDwGNhm7rHtBz7apa9I6CnoNSUdtVGjpwUZ2b0fJ3ZHHRTq3DUFXr8MMHJrSZqtqWYaQPGKUSH4ZDrVN1Vgev6kwrDRzGHxwFAEyM6Q+C4VG9NjoH9Ob68csu1e1lPebUrG7v69Zyl6c171vuvA9jx7WOzml+MQdQGtDzEsT6eZjT912DmscFXToQ11XQOg/s6MO+Pv2sUtEyV6vaQFVe3zl/bfAaHh7SH2BHj+q5ygzqwN3uXBFhXq+naZY14vXV3aX3zuHDD2idOvUHYfcObbfejjzLy4GIFJid1Db+zqlj2k7cpzvQ1w9+9t8W/3W0iWnti/LowJXyk+0rDAezAw6Mi384HOgFAMw9TK+Z8Ufo/Vp5rN5PL7j8O3hl39cBABdn9Lze19Bz9YHxHwMAfOrO/wIAKHxPz2/fHdqfFO/nl86IXh9uZgYp+xxwMNQw1pMbb/weAOBZex67Zml+yX16S/dFF5ZK+PZVVzW3/Tqub1exti3vw6vnvb9pG5yCZ74auB2/tWbpXYE/O7sDXjn/7au/ds2alWUlXH/XtZrvZW9Y+UF37dZjF1wvHrnhhi3XFwHz+6P+PXtx9T98Ea+4dC8A4Op/+GI7i7Yt8W3v+cJL/6pNJdk49l37lDW91ha24ZlYmPfL/+2za1aWlfChn3juWefrjznburayXoNDxwHsa3l/AT9r4py7AcANAJAvZl0YBqhxJntySgcXCqE+oPREPQgmdTBhbFQ/q9f1oSjOcUApr1XJcKZdUn24yvF9DKpLRDDQqw/OSHTbLJUTLqI6hCqImhdn6LM00lg/v6igD1dRlCLI6EPxQJ++9hb1NXAchKnXWGMtf7bI8lB5sruiD/uz0w3cP3Kv1nFOH9KCjNYh69U0HFyIE874Nyf8tYDFHn0oFAlQijT/KOuVOCyGH5zKaHtEogMSUcD2YX2OHdFyX36B4FTEwYFAyzM5rA+d6Zye0tzui5m4totr6IBGjYNpQZBBSMVDyEEx//DrYpbTD3xBz28oHFApUKHT4PFJhAYHIrqzmk9ft6ZxggKnMGTdWKqAyqd8XtMY6NRBx0LiMJSheievjTnQow/hlVTreNzpoJDjoEw6pYNpR4bHAQDViqY9NjyOiapek10dOiD56Av1Fhhm3Q7frRM1pUjrNnZIB6Syl3BQMqNl2Bn3o5TTOtU51hlSyJGtewWTvs+zjgUOLEkXB3Sqer3VJNtU0VVrWo6cHyCkOiQf6vsaB1wjqpUCXqPiB1zFIcz4+0yvq1yoB1WybRtnPhNn1Rd1SV97JTMcjEmrvLk5KIiREQBAno4Aez4//7BbEeBWPHnZpC/G9xb93IZ/NikcKJx88RMBALe86y8BAFe+8VcBAD0f+6but4YDeDeeWPtBmpWw0fm1ibPqix4/MDCvL1o4UGEY68FN1wN71uhSO+uBIQD4AF9fuexe68ZZDQptXc7YFwHz+6MDj3rMvP7oXB48DWOlHH3Df+DmNUprNdesP+aD9zzk9tgQNnowyrNenkPfAnBQRC4SkSyAFwL43DrlZRiGsRTWFxmGsRmwvsgwjM2A9UWGYSzJukz3O+diEfkNADcCCAF80Dn3w6X2FwjCNIBw+coOLgcaHNAlPTu6AyQRVQ57VOXglScBVz/kAi7FosSi5lT5EuZ0h8qDqvjY2Rs0FTDVOhUuVGMEVNv09OpSjrCkSpzhIS7VifW4H3u0SkhzYYS803yZJIIMfXao+mGVEHi1D2eDY+/vEagq477jIxitPgAAmJ6mQijWOjS8PxAVPKB6o5jqa6Gi5e7jcqpAQoBLvTJU7KRUf7jYewzp5w0qdcpc6nRshkqiWJdbHTj4RNxx7JCmy3LUp1XZFUPTqJY1304uXRuJfWNo+0ZZQZZL9jKhXx5FRRUVOtlOr3rishp65kRBgXmrKsdJBeWK1mGmNg0AyGVVCXZRqU/fF3XMM9uv57GLKrJkTq+Bcehx0/UYs0dVGTR6XOs7Q0UaJqhUu0uXawVZLU+Bywi7qbbJUUEzWCxi+JSmNRZoPiMNzadW0312cqlYV7+WdyrQ5TwTw6og6i6qocFwMobqYd3W36/r7UMuGcxxOHd0Wpe3xVkth186lja0fRv07ZrO1JDzvlb0EMrQzylDQZDj9eTqWueQS5liLv3Lso61IECYoxqMS+fuP65qqHqNCpdNxtn2RcY2gH5O4lWmvIeE3ylNmSWXOTsusfP3R9OzbL19mXjf9vz1NwAAz/prVdf04BvrluVWUvC0S+W0Ws67vujNG5TP289y//41zHts/ttnUlFzPi8v02Vly3PFO1aoCPr9cygIFUTXv/IaABu/vOx85rzriwC4696/Ifl85jFXnXmnFib7107Zu1D5su/apwBQdc35yr5rn4IPvnJ51c7Lj7x3RWm94hzK0Wx7KojapejZKNZtLYhz7gsAvrBe6RuGYawE64sMw9gMWF9kGMZmwPoiwzCWYlMYhYgAURQgR+PgKKcqk65+qjQKEWZjne0tZHSWt0EZS5Tzx6jPS4lRffJU6sQ0NE6LOuu7c7ADwyOqcsjR0yhD5xba2mBXj+bRQaPg6WFVk+zdpfvtpbKi1kiRo1om8LPNVAKxuMinqrpI6IOTUr2Ro6QoovqmJnVUGPmq7qODBT4ylR7jxUY+TFeNEaq8Wilk+4mL4J1EHJVVPk0/6+09mOLUG1Nr3Vyqdc3n9cC4mkNviYbOVabP/MZHtQ59Azq91jvAtnhA86Q3N2quAaHyK6aSKRur0iUrekw+m2O++n6wV9s+E/G80l8IhRDxtJZx7hRn8nv0fMpurdvcCVXwPHDoTgDAyZoqeaandf/6CVXlNKYrCKia6aDReZc3jS6qkini9SRUD9CyqWk4HtHPpxR1wJWoZsvqZ3NVPaaUV6VQ2Kl1cXXvr6SJjE2oakke1ON2dF+OKk3PR0d12+5eVUWFvCamU22PypSqk3Z1ah4ZRqiaZX2qsxVcOKDHZqg0y3pVFn2NGqxDRO+tClVB/trxyqLqTBWzKQ3CZ/U1TyVVb0AfLzwIw9h0UC0UFAqQPWq8Pvl4fT35LL3Qr/2vnwYAvKCkqrxPzWof9Iav/TwAYPeNen/3fFvVhO7EMFIaxq+7ish4CFtFMWScA2erGjIewjPP1j/oHav0ClovvAfRZW0thWGctWrIeChe7bRS3M1vBFaoDNoIvILo5RukVGsX6+U5ZBiGYRiGYRiGYRiGYWwBNoVyyAFInUNIWUaDUcGEyp4EOST0qKkx8lNMk5+UagjQkyZi1DI/kdugn1C+W1UjQdBg4FeSAAAgAElEQVQLRKq2EG+TEuo+Wfr0TDMyWhAyjDgjPRf30w+H3kSBqyOgf0vE14Qh7SO+gmHM6WaBxGndHBVGdYaUr9cqqPvwaByzC+HbgRIcr0Ki0iOkuiRPdUvA2fFUAIo/muQYeSpmJCofzS2hEsX7apRK2iijU9omVVdBV7eqQqox/YJqmkZ59j5tt85BAMDc3ACAlshZkR7XUZuBsC3rVc230KN16aSvUwejkzXomROX6NcTa+MHsap/7r79Qdw7px49UZXeUHdplNA7HrgLAHB0QpVDe/KqmMmWWW42b44R5XozuWY7SVY3no7GxWuR4ehT56PkUWXD66qrU+taKibYt1PL4zUE/VkNOx4w3HytqlvKVD6NzqnfUoNpT07p50dHTmHfLo2oFlOZMJ7X+nfQy6rktA4dvA8y9LLKl1SdNDytx/Uigx6GrC+zzJHT61u8goj3Vp3eSOVyg+XWxhmvaHvOTJURU93WXdR8sjzXeSrAtjquuwPVpzwR+c9/s91FMdYSfiGk5TJw3wMAgK4H1C+r+3N67X44q0qUDy/wHLqsrgpE7zmUbJTnkGEYxiKctRoIAN6x5sXYUK6/6xq8+rJr2l2MRVkqhP3p8t6wYWUxjI3mbNVAABVBWxh5za9tmM/V2bJUVDZ33fvx+He+a0VpbIrBITiHOG00HzBrDE9f5GsgDhHDfwsHjvxACPzgTMSBlIhV4sqsNKMPvrnEi6TyyOf1/0ZNH3DzOS7n4j5VLsHKRjq40N2vD8k7uxnTngM8mUyAkA8SjgM0kWO5uKzNMd68ZHz+XArG/Ro0HY2TGip+GU/EAQnWNQWXRNBE2gkf3rl2zQ/8CAekJBU47iup7itO2y/m5yGXeWU5WJT35eRA0OwsB5Fih6zTAYAw1LbMsA5Zx+VcFc1/oFO3dx68CABQa0wAAMozMab6dLCiUVHz6jyXJc2OqbnX92Z0aVo6puUaOUUT8AKNvDt1iUexnMeFZR10uXNKw3uHDKPe2XshAKB7TAeJejJ6vgr9el3FdRox81pJ4zpSv9wkoXG3X1IlNO6O9YGw0eB7KH5ZWchlggPFPPYmOjg0zWfGCo+pz+jATsZpObIdWt5uRyPvTk2smNEBn57YoV7hMR26zzBDmfcU9JrtKmleGf8gy2uixls6ZNj6HYNdiPIcDMtzUG+SJu2zev4ChrYv876Ym9aBuXEOBnqT8I4oix4OPgV0xvZh7jtY9q3Ow/eP4is33GBLVs5nOKjj/FJbv4y33K4Cnef472pZRKjsR+dtoM3YxqxqsKeFiWUMsntHzy3tzcT1d10DAJtukGizlccwzoXVDPa0slzY95WaR28F5DW/BmDjzNBXylqUx5aVGYZhGIZhGIZhGIZhbGM2hXJIIMhKhDhgaPYOnU0M6vq+HqQQr8jxKhp4hQ5VIHylHy9SGvJmuCQr5BIkySaIZqnA4TKybhVDYJTLx4Qm10h0Krm0u8H9egEADS4cykjUjGEfhD7ePMvB4jkaUVNggYAKHnB5XIPLdKan6qjQwDjN0byZSQqX28VeMZR6RZWqNUKqqlKeThEgYDkQUDVDJZM0oyo2E9eXiKqjirZTktO8wiCDi/brsqQdE14toonUqjo6fOKef9X2YOOfOKmfn6IaaG6ygcZJqogYyj7o1XiznTUueRrRJVbDNV3CdIrKoV1d2uYhTaSnOgUZ1jM5qmkVelTtdHCfpjkzqsfkqerJQus4V+U6QppfB87BcVbb8fw5GnRXqqoYqlH9I1SohaFXHel+CWe+O/JZZEf0umqUtS5FGqsXUyqGvOl2Ts/X7pKqoTrzegF20qS8lM1iaEpNcU9Na5lLPareqlT0mhzcqXUtFTXtmVkai1N+Ntir57GjpxeTk1RhUb02S+PpmO2Rsn0CLnWMIi1nqaAKrY4OfV/sKCHnlyHyNeCyzkDOj5n/u4/swFNf9SrkYcvKDGNVsE+VLJdfd2ofj95uOAZwkIr2r5jQfi6d0T7TL90zJZGxVTlXFRCwvBJoS/EOnH04++WWvzGtzaogMozNxrmqgIDllUBbCXfzGyHPWNmyqtZjlsKntVkVROeCKYcMwzAMwzAMwzAMwzC2MZtCORRIgI6ggFnKazIVVWDM1VWx0FGU00ocKl7oEgHapMDRzyD0yh34sO46U5lQbZONqgAVSR0FTSVHTx1kaYAdqN/L0LAaH+d7df98VhUftXqr/wwlQbF3Nvb+CvT2YRM3WOKQ5RCaS9dTVW/MztWQBt7oNMs6pfPq0qAyJ8c0o6YRNbPkWF8QtqiI2HCOpsOhLDRTpQKmrnWrZ7Scc6kqde6//248fL+aW9Ujnd2dntN2qn5bF7Pfc8fdegzLe/+dxwAABxl+vVbIId+l6pieuipepof02MOJ5uNmWQl6EXlF2L0nNWx0d6jnqDgaICqpIqerr49tqWXet1vTPnSnKnIKAY2XnV5HmYh1p8qlEUizfYTnxV9fCa+nbM63o5t3bIbh6mOqqDokwM6SlrGDKqMczZqzNIsuZPS85jijnqVfUDZHfyimLYGgM6deQw+OcMQ+dwEAIKDt1eyMXjf99IiqgKHlRdui1EOVW7WBBo2vhfl5kU+R/kG99HPyltKFvGaSpWdT6H2yUiDJMo2Yfkqh92Y6P2b6ZapsZtSGcQ54xVA4qKb6U4/fAwAYepIguECVj+kxVSUOfkODGHR/+wQAIBk6BQBwVDcam5A3t7sA7edc1EEbrgryyp12G1KvRf4+jbNVIxnnLZtVrXHVkzRQz0aobs5FHbTRqiCvtmm3IfVa5O/TOFs10lbAlEOGYRiGYRiGYRiGYRjbmM2hHIpCdA70ojGt/gONiipQZhL1nym4EhzVH1nKHrynUBrMD+vuw70H1PW4lFGUcqoGChuCKlUOJfEqI90n09lg/ozaRF+gXd1ePULFDtUSQRgikvkKnGb0K3oN1Wih4KOT+RZPmVYt1hnS6XK1GXnNp+hdlhIqh1IfIku8EoXKodRHMWNbhKfDivvoWwFDtQexj8rFpHy0GCpgwgy9H8q634nRUfSXdgEA4ilGxPJRy/btBgD06mnCFFU/6V5NY7Bfo4cd/uEQjj94CAAwlFOlS1qmp09VjwnoRRFTkTI5qdtDnt98D72doiwy9FEKqIRJUj239ap6W+y9UFU38RDbi6qfMM/G9wZQ9QSxj0rGKG4RPYXy2WDesU2hVbONfZQz71UUYLCvi8mXuI+PIkdFEM+T9y0K4P2oUtad5xkpSkW9JneXVQ11YkKjleV2aZsfHtUw3NO8RrOxnptMRute5/uk0UAuo23XVdByldjWhXyBdfZ+SvqaDeefixoVa6kEiGu+rGwOfy/468gwjO2J9xpixNCE/eH45drvveQZX8bVA3cAAN468ggAwCcnnwYAKN2v+8roOADzHjJWQX97st3s/kC+fG2LWraOiiXzHjI2K+3y6dns/kDN8rUpatl6KpbOJ+8hUw4ZhmEYhmEYhmEYhmFsYzaFcihJUkxNVrCzuAMA0KDKZWJclURhWEepoP4yifcU8l463uqHaaXiq0QlDyceo4zORLq4B3FGozc1KvQa6lL1Q4GeNCnVNQkYpSynkZ9iP4vpozqFISg+giDDcrEc3j+JqhGvDmmWlNGx4rrmMVNtNNNNGZ3Mi43S1CucfM2oWqGXjU85oKIoG2RQdz6imW8YFjSmNxPLVWMDRYyEFkOVJ5fsOQgA6EQJx8ZPal0StsuEykamnHoyHaOMpGeXql0u3XMJAODUUU17LplFfYZqmWpF0wpVCZZSYeUFWNUyfZYSPV8RVUKOPlFOUlQb6ltBXRDqVP1MzOjU2OAu9du597COUHfwNKd1H1GO1wJCZJuXi28Xeg2x4WL4tmf0O56F8LTRk5ahkaCDUcgQ+GvUR4hjWrHm2/DlYNpJ860//0Ah0g8v3ql+QPEpPT9TMxr1radLPTtmxijbcowCl6cKjh5KPaUidvfrvhkqlkK2bUqlkHh/LJl/3c/U9FwlDfplZfLINi94Xr+pr0MzDJ5xPuC901ar3PDHt2IqkPMbr7Lk90E4Pg0A6LtTFYsfvfkp+JsLHg8ASI/p98zgncm8fRMvSbRrxdhEbHZ10LbDvIeMbcxmVwdtN85H7yFTDhmGYRiGYRiGYRiGYWxjNolyKMHEzCQQ6axhZ1+Jn+vs86mTk5grqDdN9+ABAEBUor9LooqJrKhqIxRGJ6MyJsirCiJXpsdPkEHo9LOKU1VGsYPlmNE0KjUtR75TlRzFQKM6pdToBJSLpE6ayhHvKRRQ/eGDN8VU5gQ+EhVVLsgyKti0lmUuqTc9g7wqKqFKxc+hhj6CFkUaXgkSUYUkjFSVRnFT0ZR6xRJffR7ex6ipRqJqJGaUsGqk5RoeGUN2WDNs0CfJ1b3aZ746KaWXzUzK6GBd6pPT15/B1LhX2lBFw3OQJvrqFWAB02z6KVHRE1PtE6YZOKqyGix7lf46jURnn9M5Pa9VqPdRPlXlVyHv1WYqJUpdiEzI88X2SRpUxPAEUrjUHEUN/fnmJ2lTFdTADP1/HNU0XtkkPMgrcJpiLnpzBCxD5CPMoYEazaqKRS3rw3aoqu6OCY3mk+/hRVvSApaPq4qrg9dCkX5Cu3fvQF+P3k+VWVVcOV+ZGpVddUYGSudfG15tFmU1rSSto8Frrw5fb913tlKB0WaoJJTAX+dNGeNZpxMUVIGWVqpnl4b3XMtpHyDZbNM/JvURqNqhCvF+OGEI+Kh9/Mwr/LzvmksWRnTc5DQjZAZ8eahqq3kt+I52Hevmz7ePPNb1Fe13un7QDcfvCKlo34wJVQcnM7PzjjW2OW9vdwGMrYR5D60/R27/AV5x6d52F6MtfOYxV7W7CMYW4nzwHjLlkGEYhmEYhmEYhmEYxjZmUyiHAIFIiPI0Z6ln6ZfSpz5D3XsvQDnQGcbJ6oMAgJ3BwwAAhR2qCummxCPxuoyKqjQCKmCihqofGmjAzVIRMaD5dDlVDFVrVEiIKlA6Mjr7nROdRfcTss6PqQXSnH2OvWkODWS8N03ij6HKp2k9xN0nJ3Q2vZE0mooTNEU2831tfFSyiIlm/NBeliqXDP0aUId4rxxmKE3lkFcB+ZlkKmUamqaPcnX0wQe0vNMJilSpSIe2QxdNfLINVaT0UL0yOqT+N4eCWwEAj7hY1S5RowdhZhIAEFLd4MUp+YDeQ9TZOPo+gb5PjVTrVKc3UyaImvKdhGqGKNRtx0/q7HNpJ30sIqZJFVAuo+WsN3T/QFo8otL5Ubgc5VlZqqBi5uVY/ow/35I200pT73Ol+/pzEHlfp8h7+zBPXw/vPeRn9xHBsYEqVGnls1r2vRk9Bw8eUR+ori69R2IqAnb1qGpq54D6DOUCwcyktktc815LVF6xTk1PKyomvGLNq6McvZLKjRgJpUMNpnWiqh5Ix09MwGgjQYiwpApHUPUDqn6SWY3mt1L1T9hVQnrRBfr/4WOaxuTUio6ViFEFd2uEw8ZgDzJDeu+7Y3rNusbGqUN85Kygg33Yjj40duk9khR0W8jvisyw1tExYlZaptLOdwqbhVYVFE7XUdhHIJtpqqO8GgrsP70yx9dpXVRS3nuISrHEq4HGJxfZd/2VTIZhnKcs8B4yBZFhGO1ioffQVlYQmXLIMAzDMAzDMAzDMAxjG7MplEMSAJmcIKKSYpYzy7Up9SyIOiOUInpZJAw9FahKJeHsbqWqx8xVdL+9g6qomJrUWeAy1Uh9fUVUqCTppoomqehMeznQmfYwoFqjqs2T0sfI0cfIMZqYBEEzpFhABUmDM6Hio6lR1ZNSaRJxorTBOo5Oa/mTqAZa1jT9giLvD+RNYph25NUrPtoUJ4lD76GBGCnlRt6fR1i+FG7eey9O8uUDtA1GtOlRnqijZ5yKLs4yn+pQdUDapa+lElVZ4+o7E6S6/67cTgBAR0eIfIZlpUIoyfhoV1Q0+deYygOWo+GVTgn9lGp1uNB7Pvlj9TyNJDrzv3e/qgSmU1XPIKttLVQj1WJG9gpiSOyjo/nzRLUMDY0k1dnvIGQkMnhfD6+uOe2lFHnPD7Z54KODeY8qppDy2LQx358qbXo4nR6zLVf1Om/kstxHPx+f1Ih7VaqhuqnY8NHvqlRHSRihVqfqyV9giVeVzS9Xw0eji/WaLDe07lP0KhqZPIXhWW27OKfH1uq6LU1snLmdBMUOuAN7AAC1QVX05YZUMRYwal86M7OyxPYO4sGfUXXNgc/wmlmhciigemn6cYMAgFOPC7Dzu9q/dk4yItXEBiiH2Ed6xZB7mCqhhq/sxviVem8M7la129BJjW7Yd8tuAMDOW/SY4H6qps5SebVuLFAMNdVQ3eq/l/apirbRW0CaZXTIOqNmTrBvHtdrwE3Rn82ro9bTZ6mpUrWIhoZhrAObJHqZVy79Hf5i3uc3tKEshmG0h80Svcwrl1qj243+xXUrOtae6AzDMAzDMAzDMAzDMLYxm0M5JIJMNouQyoY6/RCqVIuMjo+ixihfmR06S1p1OiueOaGqlalhnY3u2asz3s/ao67693D8a6KhM6V9hSJOMQJU3tsd0LPB5XRGOZymb1CeaoxI1RnZ1Eeb8n4zAkhT9gEAiJrqDH1pUK0S+uhWPLZS1bxGKlSGJDESKjnCLKVAXn3ENL3KJxeqD0421HJnm9FpqEQBmmnVqa7JeqUQy+FVRmlI356oxvJnmCdVMMVZxB2sf6ivxUCVCVFN0yhP6OxzPUtlU1Y/v2/oKADgsit2om+/zsrnQ7Z9jT47jDb34NColt2rtxh1K675iG16fusIEHipFMvo1T59nbpvQVSxlOujd8iEtl/DnxqqhYIgOG0kRUVT5FVhbJ8sFTKhjzaXevUYlVgBy+BShIzm5s9x0IwUN987yn/sI6IJr/OkaQOVNiPjxdwWUBEU0Ggql+p5OvbgYQBA8eDlAICZmu6Xn1GlQKa3ExHVRbWanuuZum6r1PS1PKfHzJT1tZyoUmJ0Ul9PzapKqRGkCOraToU+TbOQV/VCBxVfh2BsKF4h09ON4SeoAmbiCr2Qem/X97smtK9M5/Q+XVIBw2t+9pJu/MLzvwwA+NfbngwAKNzhzdOWUJZ4VQuVQ8NP0Ov0lc/5Ej4QPR0A0PUteiJNTi6f1hrQjNhF/6XaTr1OJy9zeMOPfhEA8JoenU25br9+V/zx1M8CALoP6775k3qseHWNl9i1C69MLGgfKn2qjKwdUG+3yYP6vTBzIRCX+H00q+3Q+aBu67lXj809wLS8P5C/NkzdYyzFm9tdAOOc8Kqadyy713nBRngP+TyA00qhhYohY/3YrD4uVz1JVdOtag3joXhVjVfZnM9shPeQzwM4fe198J7nrjo9Uw4ZhmEYhmEYhmEYhmFsYzaFcigQQS6XQ0Tfkgn6zST0bonnZuEy/QCAvkh9FdwUo66U6HuzW18HDugMaZm+KTNQNUStyAhWcYDde3WmdVdGZ7KFSqLcqCokanVtlgxVLhE9iOCVQ4yM5lx6OtoV1SySozdNg4qhVNUZkffaoV9OZVrrNlOnn0XsvBAG0vSCoWqFeYQRVSN1/TxH1UoW3s/n9Ox+yIJFgY9IpZsCvs8EVLnEVA55ZVFd26/uVNFUnSgjHvZRrFRdlOapjOGsfDbS11KF3kOz9L2Z1shyPYUC9u0e0PrG6vOR9mg++/su0fagGKh67IjmVaavEdjmvBbqjRheWJX4WW7WScp6XqqMqHUB1QLHhvXYzl4tdy1mdB9ptlhT3eOVOS71fk9sW8p6QvHqLPoGJVT0IESd6qYGGzvkCc1lGDWNdaEdEBpUyKW8rny0uno9gaPpkZP5vkSd3ara6uM1+yCv2fvYbgd3qe9MMK0eMUmaYIjKkckZVc9NnFLlxlhVP5+lik2oTMjQGKvBaE5RTl87soKOkp7rIlVkXmEVNBVYxkbiFTJpfxfGnqDX/Rue8s8AgGsLPwMAGLhV1ZZycgjAMgoYnv9ad4irB+4AAHyh+6kAgIL3wTqDssSx/2sM6r3whv57cd3gU+Zt2wj8/esjtuVO6fdBz13duLb72QCAjyz0HLpL5u3rj22m1S4WRifL6z2YUEU7eYn2pWNP1H7kJx51J57QpYrCb01fBAD4t9tUWQin++6Y1WODOf1+kqr27c6ihxlbjf52F2BrMHG9vvaOtrcc68o6eA+1KoQAUwkZy2OKoZXRbKcj721vQdaR9fAealUIAWujElqMTTE45ACkadJcSiORDwFOU82aQzSgAzn7D+rypPKYDqocH9bwyFmGqs9M6w/n7w9rg913gqaiqe5fzY4h2EWT0i79QZx1XKrGp/YCw4VnaALsH5Zd7M2IfcETOL/0K/TG1H75mDcX5rIPDj440TzGZnXwZaauD+ihixB4Q2n/w9yHSedgiM82xyV2ed9Ovlwc6siIH4YAhCHqY292HPplbqxCM+S9tl/CczC4Uwfh+g/shvRqe2WmGRaaqUccBCkUtb1cQdOqsvz3HtJlZV+573vovl/PXybRNh/s0PTxBE178IDmf/JB5pXX9onKfhme5pWLBDkuffMDX769avTN7ijqw11+VgdKkL9NX0ItQ5bLCNM0gcR+aZruGvJhO/EG1d402g/c+TEQnveI5zdB2jTX9mbkzedpnk7v+Zomdf+Pft405dZro54mzXDzVZpC+3J4M/J8RutQLGhbDA3rEroetutIWfMYOXUfJkd0MMgP6iHU8xVznV1Xp17nnRz46ejUNOLEty8HqtI60DRn94N3HEQzDWJ74EWWFDLoHNR7xi+Xej/fJwU9Z61G54vCgYHcVIK3jjyi+X/rtjMWh8saM0Oa57VjB5v/+20bAu8tb7jszaUHp8vo/4EPZa/Lsg5WWOZhfWpaGMq+7UbUHvZNErHP4b1f69HP+wZ1QPglA1/H0wp6vi7L6ffj9wZpVt6zY96xYeS/XDbn4G60WyX6sz9yIQCgdKtOOMQc6DSMjeDPxzcmn9f2bUw+5z0cJLr+968BsLLlZTYIZBjGenB6kGjly8s2ahBoKeyRzjAMwzAMwzAMwzAMYxuzKZRD4hzCWh2zNVVJJFRQZLhsKg5ycAENdmte2aIzoP2duszmxKguETg+omqVlEuLGlwSUIh19vpko4L0mM6oT2RVKRHkNW57d14l930BlUMlKmWcX/6j70NvSB2nSEU/S6hiQeyVHlwS5uvg3YZ57OiEKpnmGArcuQBR6JeF+WVcPNbLgOY4G87VGX4ZkA9177OIktNqmjrL4UcBQ/GmyV4xRHUShQG5gspvigU1dc7mI6DMAgQ11oVLvHxIeb66spavVmb4ZJYrnqjjcF3VKwM7VJWSaegU2XSsM8H7K4/UNBniPueVOYm/BjTvMHTIehPerDZEhjooR1Ntrx4L+lQp1FnU7Y2a7h+wvIkLAObnVw76pWAu4ufNZVNge3lDbx5A5VAEQcj/vZom5nKxWuzVF2A7coka61HlNV2jfKnhgGpVr/c61Tshz9P0nF43XSW97nuKWsfjVAcdG9EZ9QZN1adnp3Dxw3YBAHb1a/onTmq5hkb1mAsvUF1+kUbidVYtbsqk9L6oxhmk8EvydEvil8rFtgylLVDRE1YamBnSe+u6STVY9u/3VlSd6M6k/mGfUTo0hU/+3dMAAAcO6bLF5EzLjLyxMcO+7/qW5vXB+OnY9d103raNXLLk2HkmM9rnS7mM4LiqacIFSs3EK+XWM6z7ueDN8NmfhFQ85Sa1vxsbUkXURwd+DHctWFY2zm39k27esT4ttHvp3ELYN44+Q8t/y7v+EgBw5Rt/FQDQ87GRzaPoMtaOt7e7AAvgkrWrf09f3/qH65udVyiZgmhtWWhQvVAl1IophQzPZx5zVbuLMA+vHnnFpXvnvTe2FgsNqheqhFpp1zk25ZBhGIZhGIZhGIZhGMY2ZlMohwqZDK4Y3Iuj9E05OaPeCXWqEoJ8FuGcKlqmaZyZ61I1Q2efzoheSPPc/AlVCM1O635lR8VRjubNhRC1SU1/ZpYmNRUaB/dpGjFj3EcM4e79Zbzprp+Bd2HUnLmXuv+MHjZUhziqgBxnqROqRMbm1Bw4maEax+WRyei2hGk2fW+EaTRNpb1JMtNkO2Y44y0iTd9YOX2QpuVtZ7zKqKmModqHu0+Marv94PC9KNd152Kvtked+QZUi/RRwRMk9KFh++X7Syx/Fo2aqlTqY3pOJzv0XI8d1X2md+rsd09JCz5xguar9MTIchY/TQMwYnxTvSIRy+M0jfEZzePgFVRx3aJ5IEdFmveFcgmiyHsy+WbSfzLw55qz9MF8xYz3kvLx6RtpimyW1w+VVUns5u0bemNqnoQ6Z75r9BeqU+XgGrXmuffXHsSnzWPqWrfOSNt8sI8+QXT2Tnp4bko96FEbJ5wc0uv+7uNUktDHaeikeq30cMdCpP5P+TxVZvQZigph0yTeK4VclfdoWoOx8fhrKRybRv+3tC/844qGZO+/nffFmPY18UrVIceHcOE/R83/z4aU6qCu7+pxhZM9yAzpvZ945dAaIjn9Hgj2qadOPKD+cdGI1jk9egIA4KhKdXHclGJuMq3M0nhVllc2VfV7KxzVOvYc4veUaFt8dehR+HLpCgCnQ9n3q0ATPYdq845NmdamU0uxb9xxsyqgnjr+Kn1/q76PTTVkGMaZWGBQvZxiyDAMYz1ZaFC9nGKo3ZhyyDAMwzAMwzAMwzAMYxuzKZRDHfkcHnfZw/Cwiy4AAJwcU1XJMUaPma3NIKEPyhQjJ/VVNRpTkFPPla6Sqh3Ci1RJETMyzvGT6if0wH06ddpV3IHB3ZpPragz2qem1fcn5Iyy94LJZ30EMqbp/YNYbokFaTJ/pjX0Ua2avkTN+PQANEw5AMyAs7/0MWpk0ma4ee/rAtbVe2PkM1mWi1Hc/OxpNF/ZFLgQIU8ARtAAACAASURBVBgZSHxIe6pW2JB1r3hi2iH9bpKyqm9ye3UWumtuAJlp9esY7FPvmolJ9XeaAMMgd2vbd/VoZJnOUMuVLWuaw7kJ1CgamOQMvvc4OnSPnuPLfkyjCRXqqoAZgn6eZWj5qK51j12CwMuiqGCK6VEVpNwHel5zU1qeGa0Kennmirl8s20CegwFWc7OUzkkC6KVhZxRD3L0O/LeRIm2QRRGLeosPSZLVUPGq55Y6UbCc85z4agmS3kBJOnpqHGpn8kP/a3qy6V17snq9X/hDo281KjrfuOxXl8j8SxuuUM9Vio8phlVje0yPKrnN9vQtPsHNc0SPblma1rOqXoFjgqqnFdflTSRnryqVnD7YRgbiI/KNTmFgW+pQq6Larzc0GxzW+u+ZyKZnkVwzwP6P8O5rxQX6zWWnhwGAERjE0jr9Xnb1gT2Z/Jw9aQ59Ca99+95ykcAAJf+xy8BAC5+p253t9+rx21lxYlXrFa0z3Hj2v/lqOYbmNC+s+feAlL/HUFFa2ZCjwnG9V53U9Pz0lppNLqNxkcly39eX+Pldj7PGMZ+vAfXN9+/Dq9uY2kMYwuyCvug5+M3AJj30EL2X/FoXP0PX2y+9743hmGsH+3yl1q1ckhE9onIv4vIHSLyQxH5LX7eJyI3i8i9fO1du+IahmHMx/oiwzA2C9YfGYaxGbC+yDCM1XAuyqEYwO84574jIp0AbhWRmwG8DMC/OufeJSJvBPBGAG9YLiEBkA0D9Heo50lvQZUo+/pVqTI3Oopbx0c000RnsjXL05FmXIaKBqpKik7TyFxyEAAwO6pKlKNjp9DoUPVKd6D77Nmh+RQTyluovshmOTtNtYZQzSFUs7hGA44KEon4yve+YdPARxLTOc+5hr7OVDSvZrQzxEip3hEqb7xoJGXELu93k/Fpi5u/H/NOEXvdECLm3/Qp4nBgyqhbPsQZJ59RczrLf+p+jfo2d2qm6dFxT/V+AECZkeAkZvuM6/upoioUZumHkytq+3bngQM7e9k+OlNdpOIL/fQFOkyPKEaKC2l+5Oao1MmpMiAMAFB5E4j3edKkXEHLKWWt28iUvu/Zywa6j8d1M8JYEsHx4DxVPV5Z5XJUVGVo2MNrwEXe74lKIl5DEgjqyfw0/ImJ6RtUpcdPraZtXHVe8aS7N+jtFIQhOrKab4ZnO2QdQ15nxQL9gXLMv6bqt5mIKpEqvbfiHLp3qaqoOqSRp3gpImL5vG9Lfjfb2Ptm8TyemtF7LpIQO/Zovt0lPX8ZXowd/RrdDl/6T7SBNeuLtirpXBnhA+qvkx+mMo6qn2SufJaJJUjLPOZsPWi8So4KQdRqD9m2JlAB5O5Wpdolb1bPoWcOvFTfL/Ac2tKKIc8C7yF/joTKLKEaKHs8c7rD8F5CdSq6miqueF5am8Zr6PxgXfqjVhURsDZKojuZ5OUmStpwfAS0xZi4fult5wz9d5p+PNuB3Xw9ufJDVqMg8sdsItbtt9FCJcNaKIkWRuPaSlz1JF2psFUjiC3X5utZJ++/4/14tgMLvYdWwmoUROdyH61aOeScO+mc+w7/nwFwJ4C9AJ4L4CPc7SMAnrfq0hmGYZwB64sMw9gsWH9kGMZmwPoiwzBWw5p4DonIAQCPA3ALgF3OOT8+PwRg1wpSQIgAERULXglSYLQkV9yN71Nxkp3RmU/s0J28T0tIBU5IpUUSqlqjo6DbCwWdTa+7OVSPU7XDyFj9A6qcKHN2tZ9RrYK6zq6mVK0IJR4BFT4uyCDwQaWo/kgiqjG4TzOaGWdmZxgdpjahfiDe/yVOE8BHtfLeM2GDaXn1CLc3RT9UBTFiVsJoRBKcVlR5zxrHNCOw3XyMMz+hTllSZUZno+86ocqhTDbFwd5d88oxzjpISdPs6RwAAAwcVPXI+HeOaNJFPVcXF3cis1sVBAWqr1xOlUQnquoPdGhY26N/r57HwrQqYhIKd4SKsdCFKHbpuSxQaZZjnSJ/Enj9lLOqNivWNM1pqqU6/CR5RlBl/VOGb4scI//Q3aLOc55yhj2oaxoNehE1oHXMRhFyXt1E76MafbESrzyjX0820rRzkZbflbRdu7yiJ4gQ89xns4wUxlK5lDP+rEM+Q5+pjF7DU7NsAl7/gx15FDq0rRv0ZhqfVIWBcJ8k0nKODOn7E5HeHwf3HwAA7N6t53Xnnl5057Ss1aLmF7EBRyep0Ggz594XbVHSpBkNTKgo8ZHMVqWaOVclyQYpUXwUsuSQKojkkH5+HuiElsb36QvVP/z+EqpE5x2SLviiMqXQhrBV+qM7r19GPfTmDS3KyulvdwGU5RRAq+XP1XYTr+1b+7S9Kql3dO3T3vSsoYJoE6qElmWr9EWAqiOWUj24696/waVZGZtFMbTVVFfNdjvy3vYWpA2spYJorc/7OUcrE5ESgL8H8Drn3HTrNqcjFIv+ChWRV4nIt0Xk27PlyrkWwzCMbc5a9EUN1BbbxTAM46xYTX/U2hfNVUc2qKSGYZzPrMlz2vjYBpTUMIzNwDkph0QkA+1w/sY59w/8eFhEdjvnTorIbgCnFjvWOXcDgBsA4KI9O10kgoQKGFB1E7C/Kucz6KZRSiGjkXiC/Hx/lIyPLkVPmCSmyqeqx81ClQ6uXoajX0q5qpFbyvfra2eXRlzK9uu+h0/p9M3+HaqWKBao4GH0sjRwkIheDo4qJ982Xv3TNPnR8laonGlU9Lg6VSQNBwT0rJGQahUe6iOJRfQY8gqjhBIZ4ecM3oXACVIf1cpHYKNPEgJGeePOdZHWJJsRt6KS1qcrlwESbZ9a1w4AwN5durY2iXVQrw+qgAmzmvbDLtHpmZ5dqlgp1jLYfUCTr1VV9XOY/k5yp74er+hlckH9QgBAbo9OC4a9ei7mZvXcxLMpLuzTdJMS2yHPa0A07WRKlRNH7tQIdaeOadpe2VOe1v3L5SpqjNDVcHpMFGoaed4aDXp0IKCSiJP0YU63l7JavlojQHfReyFRXcQT6KOVsXhwjr5K/hzReyjO8hoShyih1xIVSo7qjzpfG/TWEr7P5+k95EOQOSq1whyqsdatp6jX/WSVyiGWr8IqHqZqLJdoeS7dp2k98qCez6E0xnGqjo7fraPWJ1LNR8baO6iyVn1Rl/RtXUmF9+HZnIGnjPXCq4Ccnf/Nwmr7o9a+aN/A4ze0L1rSf+jtfN2sCqINZD1UQsY64sU9axB4bKsphTxr9dvowKMes6H90VL+Q/KaX9OybVIF0Uay1VRCxtqx3uf+XKKVCYAPALjTOfenLZs+B+Cl/P+lAD67+uIZhmEsj/VFhmFsFqw/MgxjM2B9kWEYq+FclEP/FcBLANwmIt/jZ28C8C4AnxKRVwI4AuAFZ0rIiUMtSJCNKF+heuX0MHWCrjmdFa3tUuVQNqIXS1ZVPBkaFSWMnhRlG/ycvjTdjGY2V8dcRlUWJUYB8yqQaSqJ6icZ/SX2/kGa9q4BjZDWU9IyRBI2DZIygY8URtUPpTjOhxijp02c1Piq+8fwdY2RMvqW9wmi+AkB1SrZ0EctyzTbTf9h3alWQnp6MpnZ+ElliPcc4gd+klmYd5YeNr1ZrWumJ4/axITuy/Q7SrrP8IRmUqTvTuYU1VJU05QbaoBTLWaRrzNS5oSqU6rT6lHTmFHlUBzo+TrWoR5EnRlV19SGdPtETV9rQYKhaZ3kCGc1v7k5Ld9IommHvKyTOXoyxVrXrpKWaybi9riBKNTrqCCM/hVS/RNqG2fpsZPlMVGg7VekH5Y/vScnx5sGSYVIr69ySAMg7wnC9vN+T7G/wJuvPkpdgtT7SDXPk7+OqKrjiZ1paLslgZazs6T1mRzWttjbl0cyo9um6S3USa+jalWVX405+l75SEa8vk5MDQMAjkzpubv3/rtwdFrzC8tUMKVUgBV60EbWrC9qG7yQogsvAADMPkrVWqXb1BYgfvCY7mdeMYax2dnS/dGdCyJlNZVE66kgevuZdzHOjd6FirAVRCt79Tv/clV5Xf+mX13VcRvGbpyV79AWZkv3RcDS3irrqSD6zGOuWvM0jfksVL68fBtFK1uIu/mNZ+U7tBGsenDIOfdVAA91vlR+crXpGoZhnA3WFxmGsVmw/sgwjM2A9UWGYayGNYlWdq7EjRSjp6bRQS+gjg5VjeQYqanUSFBntLGpeAoAIPEO7qP9Xr5D9/W+RblYlRX1zi4AQI+P7CU51OdUIVGnl0+RXi899CVK6cEyNqrhHKpUrYxOaeiIff3qh7P3gl3IUrnUYBQpb93jo6WBEaIaVBJNT6nKpU4FkQ8sIwDEC3+8OsBHr+L7PCNp+ShqLk+ZFKUnCessLm0qEbyKptFUrXi1kW730dJ8xJtMpG1w4FJVLoRzZWSLe3iM5p+d0jR8dK3EK4fKjOIWM0rXlL7ONaq4LdLoZwHVYRHboy+nKiyhZ9TMiSF9pYInSwVPnm0j1RRTsSqHKqIFqFCC09CAZjjQqf5EXf1U97DKGbZXB6+rrIuAyGunWC5eC6mP7pNoHj7KW8BgZj7NubpmWq81MJHRNhzs1deI0q8qrwH/FX36PHu1mU+T58LhtIqI4fCE583RK8rxfYP+QLWGV00pdWHbV7Po6tB6B5NUfnUwElxG61aj/1WGnkx+renxE3r9F3sfAAAUsj3YmVe1keuk/1ZD2zqhX9bmiNew9ZBI2/P4c/cBAL73Rp0Ne+y7dHZs8C9VxeUa9TaUzjCM7cpDvIjMg2hx3r12SV3t/5ldfRqvfssC1U9xwQ7vXH3aZ8ybiqNNryAythwLvYjMg2hxNkv0NM/LF0Qj285Koa3AOUcrMwzDMAzDMAzDMAzDMLYum0I5hABALsBsXadJyg2NiBRmGTnKOUxTfZGpUMlBZY5QjlGnZ002ph8PVRl+e76qSoxKMUI3/VoyGVVK5OlB5BsjiBgZqq5pzoypcqhS089nGN5pLqli344BAEBnp3r0hJSFBMzXUZ1UoSpkblIVHnOxlwUxQpmTZllBFU3A1zzH8PIRlSZUS6WMNpUw2hV8xLQQCChJCuhH5P2MfB5eGOMVPFHIqFtZLVeGcpaC68RAv3rUuLqmX2O5doaq+gljTbNAVVBMT500p+XrCjuaXj11+tqkVLyk9FHyQivHgvmIX15a5Vj+XBQhy/M3PEGPKEZp6mY0uV30peot6Xmt8rwF3tcl8G0RoNzQbSHPjz9/CT+P6elTE5aX55PBwBD46zDJY5bXbT3ZBQAoU002U1N1UZ7nIhCqglie1KuS/DlLBLEPOVTX9sjw4pxhmr7OBV4bCc9JjYdlGLVseLaCvT2qnuujGqsSsY1z+nl5QtV4KesY8HxWWPfKkF6zXRf3op/3xuyQNsDJGVXCVag+MlaHi7X99n5WFXZPvf9V+v42fR/H1r6GYZzmPbger8NCI5n1Y0kFkWc7KInWUB1kbCCLRS3bzdft4T207nzwnuMbGj1rKQWRZzsoiTabOshYPY5Kqs3iPbQpBoeiMMSu7l7UEx04qHHZV3mSD6BxDY05PrhyGdfYDM2OOZhQZOjvfJah4h3NdZnGOB+mq/U6duXVPDekibQPB55wsCjHgYyQSz0CP7ATszyjuqyp1ohR9wMlqQ4A7OzQQaJcxLDq9CKuJLp9bEzLPTWry3OijF/zBIQcLGi4+QM5RQ6gDHC5XZTTB3+hU7UE+t6HpxdJTg+uMIR9jkvC/OJjn0eGow5+qVEnH0IP17R8U9kUOxosR57LsbiEKOZgh9Bs25uDo6Zp1JlWkrjm8jW/HCtgeapcw5dpujNzSVZG00qaZs2nTbqF4ecdP8sw0ZBG2D7ftKrv/dIsX4ZK1a9Ri71PeHOgplHzpuAczOJ1lQ15In1oefGDSRxcy0eYm9Y2m+viQFZG869W9dyLF+o1TYVl3vuU9QiC8PSJ8tcoz2fE5WRRc8CQy+C4TNCP6nV2aLmGJsuoczBsT48ui5wbHQMAlAMaaHfr4OfcpB/xYrfA8kzOaHu6w4cxdkIHwJK8Hru3Rw2UH3aFLj389D9/AecjQV7vvZTncs3x1/cRHQzK8zVen9wMwzBWRVsMq42z5vq36ZKuhywvM+Zjg0RbmnYYVrdy1ZMGFy2HMZ8P7f9NAA9dXmb8P/bePEiy7LzuO/ctuVfW1l3Vy/Qyg1kADHZiIUzEgCbFDdxEgLalkBQkQRtDwCalMGQTkiNACXZIQtBBU6RNcCBxk80QJZNEgKQpCCRBEAQ5BDAYYAYzmH3pfam9Kve3XP/xnS+7qqaru6orqyur6jv/ZL/M9+67976Xryvv/d1z1mpYBolsWZnJZDKZTCaTyWQymUwm0wHWUJBDzjkEkUOJ8fTlAimWUSEWKolHoyHEzd9cOgsAuNIU+uHwuFBAE3Uxxu3Sr7XbkBn+3Mvc+0uXxOg4XWhi+ZAQHVEqdEWxQ+PiWMiJrMJuIXGRpTTq1URyLgm73LmKNuPalxuylCibkn0OC6SBAomPlYYsgWrOy6t2fELj4bgX902G+4AJaZoW8aNmRJNpNSsm0REWuDQqJMmTZSiSKInZp7pkyXFZlxImWa50lJRRqktsebnLJWzzC2hySV6RVFbMNoVcptTrMRI9kf7zwdqY906aICDZEoUkb1ivAmPmUxI4atYM0luO1wBcSubCrH/eGgkq3+V1I2aUcxlZVmK92S8JqaSMJFGWp8iUfiKho9BMTsoo5dK9AqPiI42W531Fv2qU4xgzPWljtyvLsMbKXI6XqQE6l7f5ItvEsrTRvL6RB0pO+seH2n75bJT1yFi/kOScEnRdmmDnXBbneylajKw/NC435xEuMzuzJBTQZEm+O2lZGqMm10dI2NVIlVXHSrhj+h0AgLtfJYbw0695rbyOSlv3Kznk7jop//jms7tbEZPJZBoiXXe52U7SQ5M7WPbN9GG+2vIyk2kodb3lZjtJD+0mMaRtNGrJNGgZOWQymUwmk8lkMplMJpPJdIA1FOQQvEA6vk+NqCeM0BL1MEShJp4fK3NCQRTnhXKYnxdCYi4SY9yEfjiOr2qW7Lqyf71aAf14URkTOmO0IhmfY0WhH+ISjZ3pXZPSaLlDw+xGi1HyPkaXPjNncsare9k+3pbprWOT4sXSXRB6JAnlnOMTQmU054XeyKMApRKDyHlVsg7j3ZelHo9dOc/60nsop99NKgeU6T00EZXgSfO0nVAseSz7ViHkSZH+QJ4Gx602zbZpkJ0tSH9mQQXLdF8ez0jqODUDJwlDKkn9lSKWkZP+iV2AoG+zo/HyKY8tcF9po2Obco1756vP1FQ6QU56plCUssJcj5Wde3RqSRkSH7JDMzXyUUudJIKnr46P6avDsvVm1Lao2bcSQ75/j8pLjCIcyapWQ/YZH5Vjoo60MWmKt09QoUcSr1dO43Mlm5azBJ51d101yKYnjVO/J1JHJK9aJOXmO3K92zGNs+MiljrqASX7nB4TUoggE15cFkPqe49KjHqJfkIJfbJas1Jm2Enwtne/DgBQPyplzC2JN86XL0kZ+06818/9gJBSx556bpVnlMlkGoiUFCXlqc/7/kPKdF2de+jm+9xItS3se7NU9TUE0U6aVc/xdScIon+2wfs/vQPnOgB68F98Yrji7K9nTK0y76Ft6/cfvry9AuZuvotqcfLG/zesJoi2alatPkJb0U7QOxv587x/4GcyDZt223vIyCGTyWQymUwmk8lkMplMpgOs4SCHAACBBjMhU58VtWIJUmQlxpM7ITvGRoVcqDBFKKMvjlIjXuPCCYKUmGRVKIY4NCq+OkcnxSdoZKLMMqWsoMx9iYVEJdleaQpJMXtpBgCwmGZYelk8kNJAygDDjF5cngUAzDSEupi/fBEAsJwLRXKsJtNeLZJNM0ttBJqoRponKJBQKMs+Kb1+cpI6TSJQIePFSzRFmpisI2bn9UiUZCRf4lhTrtgxGh1Ps51yIjO386n0RVrJkKwIOdSOhbCqVTXNjRH2Ttre8qRvSPBkSu64CHGBRJD6/iS82AUpI6aPk2f9NHYe/TQx0kgu6tM6JRJdIwU5psu+7NEzp58sRosfxzLDHommOEOm3wAliLTOel5ue7YtcvQaYsVy+lZ5n6BC6ukq/X7KTaFpVjqMrOfJuvP0aEplLrbLCPkOvZNaabdPp3gSXzGvV92tTWDLmXYXTMj1OsJr4Xht8jzE3NISz0cPpqLcg6fGhF5rp1IfjEjS3qEjcm8+//XHAADzPEctGMPLM88AAOYuzcvrM3L/z5Eu229SkuEH/+4XAQCP/kIBPrUMMZNpEHL0xgv47HH0N/MteSblK+LRZ9+53ddmKaNzDwEnHlz35kZJZusJoy3owR99y6b2e+h1j976SUx7Q//LFvc/uonPjCAaao3NhZva7/cfvvwKEmijJLP1hNFO1OdHGr94y+cw7Q1tlfZRSuhGn91ugsjIIZPJZDKZTCaTyWQymUymA6yhIIeSLMWF+VkUC0I0RKRMSvSjKVSrKEdCP9TKSmrIuJZvCXXRVSIlFYIhIGGkfjMl0iUjpSrGJ5lwNi1zYWOjkt40RR+gFsuYnxP6pzO7CABoKs1BxKmd9jA1KRTSq976etmnKTOdX/vGNwEAL57XlDSpJ2170CPZVK7JTGmpl6FIKuWdI0I0Pb0gHjXPM5ktrwoN0lIjHtIjDkVuMtGrmyKid04ak4ZiWpgjpeLUNoV3AD8GlNwpiEdS3PboVqWslVT8kSqB+K+ETPoKyuxrpqv1mFrWT+PKsz7t5Ej7hPT08fSGSkkuZfQPUmIoJCbk+1iZQxRJP4W5HJPQxyjRtvTLlP1KYKqbJnmBI/xBBs8UtJCEjlPiTHdhX7seSR3Ww5Pi8kwRKxVylKpyP11syfWauyTb6bgQV3lJymrMkUIKpX5xJBRcm75Zh6tH+/UoEWEqluS7UOR3I2Q3xUWpR1wosf68fqkmj0X9WfeGfld4fapMBbyTHkQXF+Q7tliQjpw4fbeUuSJTaPPzHbx05ikAQGtZ7s0lprlN0K9r34n9+S+mHwcAfK97+27WxmTaHyLFGVTkuZHfJd587aPyrCxfoj/bc+JplpEgMr+vtVJCZ7veQ4PUK6ih1dqIIBp2qfWHeg99GJZYNmhtlf65kX5mg/d/aQtlGEG0ZSmhs23voQHqRv5BGxFEw671NMn77z1uiWUD1iBJnXM/+4Xrvn/i4w9suozbTRAZOWQymUwmk8lkMplMJpPJdIA1FOSQzzySZoLOCqkWEjFl0hBpGqDK1KaESUpOE56cppuQmMiZwsUyAiUvSCWNjY/gMAmhGkmPkJ4qacRUp7a8LqrXzpLMYvbUg4i+Ru0kwWRNym03xYMlZgLVm+59NQDg+Rl5f2FMqAx3VbZnL8l0RJX1Gh8t49S0kBxvv0topK99VXwX0hl6EFUC1kO2i/S4yTISTaRdXJ4hKEo9ooRIEP2MlMDJdAa2J/0akLLJQ7klapB6zfkOHAmgpYbsO1qW/uEp4KHXgHQNPX80Sct7h5yeQZFTvIdEDpRoYvIaxyvTXMglF9I7B5T3AAmpkJ8VohLbJudLe6TI2MQg1T6Q4xLuF3uPkCUHPB/6ZBDrFaxNCeun55AYCkjuBFmEYlX2KSzJMdFrpgAAdx27Q87HezcsC3lVKDAdryZ+Gxdf+lMAwMSx74GbehEAsPjnXwcA1Ej5KC2ml0/T3aJIrpcnQddl36fIML4oF+rKivhfKdhVrkkh41U5f49eSedJypUP05OrOiEHNJYwQkptsi6+RG8+Kd+hUyeljV/+a/Ek2jfiffpPr7xhzbZp+3Kx3LNOkxP5TPdJbwdP6vo+UgiVFiSdqF8qPu/6iVm3m1ZRvzVSa47Upc/VCE0TFPcwRaNtGxdqceatQu8uvEHaNv64bB+Zlc/RkP+D4S29bF9oG15Dpj2mWySCPkUa7keeHFxV+kTRL+HGvkOrtS2C6NitHGS6zdqO15Bpb+lWyZuN6J/tSMt03/XADX2HVms7BNGvP3sB//y937epfY0cMplMJpPJZDKZTCaTyWQ6wBoKciiMQkxM1NHtqSeKJGw1M3ltLHWx1BW/m3aPs8r0TwlKTGciFeI9KRvOTKp/UZGYS7lSQHVEjilU1hIvjTlBKlL6vVQqTELjRG0cSxnJ3FWpNzK027LvS998WfYpiWfCyITse2RMyhiryix5ShqqQX+h7orMiLa6HkuzcqLnizJrWrwq9SoF62eSuRmxzUqTMOWtEAUIeEySERNhm2KmpeXq+cOZWCV4cja2QFKlvNxEmzP8zRKvz7IQKJ0JmdWNOnKOjG3KeQ1oQYRiGCDnLHc3lesXaZPYhpDESx6Q5OHBAccvM86ah6FTcAgh9BrLtqbLzbFtSZf0TJn9FjKtK6FXU+aAkIWxfJ8ryUQyyCnJxDQ1+hZpYhqYutZzOWL1gCIJMTIiBNjp+98DABh99XEpc0z6S4mAqER/oc/K1FS3dgVH4lMAgMfLknIXxtJvRfapViPhdVUToohmTY4kWJZkmCAhtxzzupE8q3YZrcfHwBgTgzz9uq7Oi3fS+KTcj6MnjiImiXf/a+4DALz+DXfJZ/yu7DcpPfKH//5dAIBj2cO7WZ3hEb8fne9/GwCg9P99Rd7fBM3i+CxO3vU6AMCld8r20YflexF/8QkpqjvABDz9PheLcLzPMcr8JX5flUbFkqQIevrc5FqPnSZ1VtURAFy5vKZ+ULKq3b699dpIAQmsfOs0jz778nG5FvNvkWfSz7370wCAfx79MABg6ktMMbug9NStV9dk2rbWew/tAT30sQ8CAB786Cd25fwPVuW8DzWlHp/aoj/Wp+6X14ESRAOXEUKm26/dSrLajn7jlDw8f+LML99kz53R+j7bCSJotzUI/ykjh0wmk8lkMplMJpPJZDKZDrCGgxwKA4yMVFCD+tDIbGFKesQnDmcjmUWt5OLF0lE/CJIohUhmAujAPQAAIABJREFUW3VmsZGQYqGPEEjQVLop2u0Oy5fPLi+JD1CWyTH1otA/Ac95+ZI4759viBdLsSMExsTJO9Dj5G2ariWB2h05R0TaKCbhNL8wAwBoXpHZ6fExoUuSoIeLJDqOnJDzv/GI+Jws/bnMyvfYpiJnXQOlpUjE9KA+SxEiegeVmA7W9xjSSWYOC2rqm37umBZW4Cx2NS5hiW2psKzLqbS/mNDXiKly/QQ0rCWaEDo4JZRI6KSse8zzhExXQ7qW/OqX6OhB5B2gdA+T1YrsN1oN9emkJts25iusJ9hWaUeOvE9MEbS55ukTqH8Sz5XrsZoQR6n3T+D7HlkVkkztebkXViaFNDs+IffAaCgkTq9Luusy2zEmtFDzpcewdFLIHD8hfZ83SbmpZVMi1ylmf7k0XFPvQP2ofICoyMS6ihzcaMj1i6ukw+i5VfSy37FRua4l+mFdJWEUREXUR+W7OTEqn5WY5lbcr+PMvN4n/kiSC7O97PMyQLlIvq9/8clPAgC+95SkuG3GLyioyfPt7HfLPfTcP5CkkHtGZGb5nq/L59kgyCH1DuO9HExOoHe3eGkt3Cv3e3dc9iku0IPrWbnfC89fAQD4WSHovFKrO3QPrK4jAKQnxJssqcv78TKpy3Oza+s1SMLqRiIpFL5GUgznvkXqOflV/v/51POy32ZIIj7fMyZdjkzL/4c/Xpdn5S9wOyuzT9wrny/h3XfKPs+/tLV2mHZEN0wpu5nexdcvDqImt0kf5qullh0Mbeg9ZNTQMOpGKWU30+t+U6jmJ378iUFVZ8f1/ntlZYKllh0MbUSNDer679NfdCaTyWQymUwmk8lkMplMps1oKMghByCOAqReeQyZmY3VmKYYoA6ZTa6VZKZxsU1PFU1nIhmUQYiKlMlLMROtwoaMgy0ECzh8VOiHY3WZmT3alPSy5bYkirXpdZSHQn50iAfNvCgztfWKlHn4tQXMNRdZZRIbagET0BOpR+qGs659AqQl9Z8PxUupXi+jlgnhMvaMeF2cH6Gvx5KUUR6VtldpspOwn3JN3yLl4gMPT9QlZiJP36uBfeyYMBZwP+16TezRwJxSKUJxQerTPSwzxcnSAgCgl0q/1EoyA+/Ca+QSAEQ8aQggJymUq2UPvYUcPY40lYwuFtCAMa1IRG8fV4yRdem9wbFNbUtCz6MSt1NNaOOxARPRkkAJgADgP/OY59fIN9YzoNdQ3KeNsjXtyHldowwIWMZ4JO2/0pIR3PBlocXCQzIb0eT9F9MPK5t27Ec5bvYZoFM8DwAYzSQVrNuVey8nTad+SznK7C/2NT2IlDByQYK4KBtlnm+GnlFjTNorMZlOb96QXNTREbkf8wXpg0vNZbQqcg+udOkrRdohdST09qn8i2d3uwpDJU/q8t0f+AAAoJR+ZdPH5kyeOvlZ+fK9dkWSQk7Sc0g/H4hInKiPT3ZkHFe+Rb4zxe8QAucHjz8NAPiTC5IweeVz8v/CsYZQncEKKRaSmzuSmBWEfaKqd5eQTZe/VerZOibf7cpF+a4d+Rv5HsckOvv12oL3T1gXerH5gLS5+gXpg2x5eeMqluU5//KPyDPpmx8S4uu1vyLX79TL8szKm5u4fvp/A5NBV66I/9NvLk+t2T7elrL8dcyG/vgLnwIAfM+xN938fKa9ob1IEJn2nn4GklgGbD61TPUKgugijB7an9qLBJFp7+ncz34B7rseAIBNp5ap1hNE77/3uHkOmUwmk8lkMplMJpPJZDKZtqehIIfgHJwLEJBayZX+IT6S+QBlkkF5WWiGYEG2RwsyA1qg705UkNnXSkH2O3ZEZoFPnroDAHD3ieM4NiafxeP0KSLp0Z0XoqK5QhqpJbOWn3n0SwCAcERmbKempMxO3kGDdY5Iq0QkYpDKuFuFdE+LRMfystR7si4UTkwKqByVkJWkjIWj8t5cW2asI3r99D2G6KkTBFLv2MlrTVPN4hhZnyxREohl9JPP5EU9hxKiQ3oNlOipxjGq9GBqt0hU0cOm0eA1KOqMNQvVFBu2OfcZvHr30PjHEb3R80YpPYkUWWK9AvoJKVkUIEcWsG2aTMftAvunwLZ2EqXI5DUkIAOtburhtT94rKNxkic6FJBG6lte5Or3JO+H9KlCGCJkmlBJ79F5ocqWW3LimYJczyOxXK8Cy0ybctzYikxJhaMVFObpYXX0JACgtywjwYVQrkXE+uVerkHI7wq7CSmvX9jLUQxkFj5g+lHXSb16HemIYELq43lM0iZOVWOKGQmj5lIXK5eFYDozImXWR6U+p49MYD8r73RuvtNBEp8TpT/68tYPpUdO/IVvAABO/Y3QaF7TuDbhW7Rl8TuX1QpoT0vd33+n1P0fjb8MAJgqCDXzf01/X39fAAjinf9v0gUOjuTQ0qvk+Vp4QMim//5VfwUA+DcvfJt8PiPkzuGzsr9bknpvJckrvV/8etQz6rvf92NS1sOPbXhMTq++05+SZ8A7zopH1OmvynbW3vx3xGv6JKnUiUcl+fJj6Y/I9uN8/vPzNH+lz9N7HvgR/ss8h3ZT2/Ia2kjvWvXvYaSIfhl7KrHMtANaQxBd5IYRRLut7XgNbSQliIDhpIj8n3xkTyWWmQav1QTRIPynhmNwyAPIgUDzuQONbJc/CAspkBflB0TCAZH+ch/+wq5X5Ad5sSh/0B8elyUBJ44fBgDceVT+oD597yQmaDTt+UtaBxHKdfmjfISGvPPL8v4Cfxjqj/4CfzRcmplFp80fSUUpM+dAjeegR5VLeVb0xzp/VB2ekPqVanKuYjnGDH94v/Q1+WPXMUL+nuP3AADaoMFxS/5gLnAAqExj5pijH2mS9qOCMw7CROzT/so9KuovO+PgDP8GzzjA44III4xRX+nJ+fOifNbsyvtdmoMX1Hw7o3k0B2kyhP0lSxonn2oePfsj43IpF+oSsLXLzDwHyFweImRZ18a5WAb3zbgcsbsi162Vy4/RYq5lc2AlAqDL/7hsLOBAYc5fWr7HfqTxc8b7Tn+H6blj5H3z6gKXcakX+oV5+RF84uwYz8ulYlxGpqbmyTFZblY9F6PRkLrXj8l933xGrq0ucaxxtCrmgFxPe0oHh/iaxREyfo9KodS6wMrP80f4tH6XAl2eJxXvNrlcscCo8WoVl7jE5vLzssyKtzeq8f6MsjftnHQQaEcGg9aLS6/CRg/lK/Ks/u2XxET7ak8mGHRZWfmK6++7+tgdlQvgOQjVq8v5v/2YhC/81Jj8B/80tz/P5dC6P65j1nwzRU/K/zG6LLD6JJeV3egg/h+RPfkMAGDsKT7fbyHKXkey/IIs5T78iFyD2gUZ8CpfWl7z+fVGvsyIeh/oXTffZeiXmpkx9abUj7R/8NYj7Ycyzv4o1i0xA2yQaG9q9SDQzfYZxkEiwIypN6trgymynGu/RNqvHijczr1gy8pMJpPJZDKZTCaTyWQymQ6whoMcgkeW5cgj0iO6pCjXJUZAwqjzEsmWtpdZ3YUmsXPSJDUuA6o0hLSYnxfq4cQRIXV8niMhckKQot8JLVIQzU4bALDEbPSkIdvVCSE75vn5ucWFvoFxWWemY6GLQlI8dRoG01cTE3WhR0ZG5f0CiYs4zDE5LrOnDcbeN1KZPc1DOV/EGdpSKMco9VMqKO0i7ZpLugi55EqngjUyPtLlZWxzqMu2+E6ofsypGlUniKtyvnCFs7m8Fg0aUCfsjyKpmzTTCHt5cTmQa6y90jtcJpDlXEpC+snTSNyTIAqVGPKrjKtZRkriJdLYedan2JHXJc6o5zTPjTzNmzXu3QfIef6A5wGpI0cT6z6BA42I1yh77kcKySFAQuyqTygVuDzxeZlNWnyj9Fu9IvTPoUneK/PSr9mCGFePxndivivLO0YbbwYAnJsQ2iiZl6jnOGPbuIxRzbhD3odtXUqXO6Rqkh7JrHydUdmdeYmgbtDgu1ZiW9jmNpf/aB9UCxGO1qUPz6/IEsyXXjgHAChVpGyTaajE50bOezm8vIDpr8qzeWFFvlN/OC5ogkbZTz/b7u8LAJlGxW9l3dYt1NPxu1tYlnr85cW7AAC/Wr60Zls/d32D7K3XS42ndVngLVls3woxpNIl5C15jgQvyjOydplUb6u95nPd37RWvwjBL96HnVjbNWRaRxk99NCj193twQffchsqY9o3Uupnq8bUq3Vdk2rgoBFEfUJhbnfrcTu0njLaaDnb7z98+XZUx7RPpNTPVo2pV+t6JtXA1ggiI4dMJpPJZDKZTCaTyWQymQ6whoIc8h5IsgwaYQ/SGerb46MecpIcI7EQHl0aPncWGT/flpnGhHSPRo4n9LgpvSCzq+cWFjA6QgpplFQK6Z1sTgiKK+dk1P/xGaE0VmavAABq994rZZwRo9CV5TZCHttirLt65pRJ0RRJOBFmwatGhRyqVWWGtJcyjjgAijQMDkiDlNvSliSjBww9f+KeHNMjHdKh0XJE+iYr5AhiKSOLOKvM86sB9WpTZuAaiVImVaVeMlEaoViVz6ps0/mOzObWCtL2uSaplZAeHYx0L7Cs1DkEoGdUTp8RnTleXx96JHm+EbIiEZSOylBQk2+NU1fvDd4vLiTBRE+phEa3abimK+DSDDkNsnWY1PVvQdaPZJAPlKySQlL2mxqrIggQ0KsnAH2kSI+tkDxoNsSnJ7oqFFutJqRY3pN+bDfpkVQrIOd9PTPO+zoTyqdFDw7PWOmMHkTOxew+9VmiX5D34OVCh2RexDj6dEHaMscdSoGUWaLXVTeR/mv15JpFgUM5lmOneP6z9HV67ukXYboFOXf9942UGIzYj573cD43j5jPg6kLYqqOgtzT4PtYEl+tfGVlzbE7eU187uEb8nwffUG+U5e/IN5CP//8DwIAKhflGXTkBXkm6P7+OmbNe0Vevdxoqu20TfSx2xadZNpR7YgR9Va03q+InkQbEUVr9MsDOL+WocbUQ+499NDHxOvnwY9+Ypdrso+1IUFk2mnthBH1VrSeJFJPos3UazuUyPoyBuE3czv0G6fkwfkTZwbxMDZdTxvdE5uRkUMmk8lkMplMJpPJZDKZTAdYQ0EOddMUZ2bnUafXTiWSmVyNEA5cjKJ6vZTlM01tyunvEjMaKmnJTGOrJbO/8/TOYWI8RpspukwdK5ICyWOZtQxJyIxPiSfLmIBDiGtCbayQTFlsyIwyfICsq/FeGuNOzxyBftBiEk+txHjiKtOvSJloZLvLgADyXtYnYEjgMJHNk1LKWxq3Lup0pT7lgsQB33X8JBwb3GW8sMbQz5Kw6oLvhzJz2yDhtEjyST2KKrHDSEx/oFGZaR9flPNN3ScpagsvPA8AeGlB1tZWi9K/I/RGqlUr13yR6G/TJ3KU0FESh54/nr5FXaWSKnJ86CKk9ElS6Cj1CfuQfauUDz2JWqSR+vHuei+FQEwSDYQDsnwtEaRpZCHHUbXegQYF8Zy58wh53VK+1ngfX2zLvbjylPTTM0zLW5yVWaWVGb52SWRFDgGv29XHPwcAiBdlRj3oyvlXeuKH4klkFUZ4b/B+D9pMhysVEZfUo0T6qR7I9WnX5LXbIFpUGWG/0F8pVIMv+hghQ+DkmEpR6Kgj7NvLy9JG0xYUhHBq8qXRe3r/GTkxWOlzptuFI60C+u44Puv0WQT2ff8a3A6KK8+Qk5opvCik6rFEyKGkLs/yeJkE3zkhVzPuvy/uEbbB74e2mHZH60miR9Ztd1b9e6sx9Da5PVz6pd2uwE30CoLIdNC0niT6RudDa7bdT13b3moM/SBII9PgdOLjD+x2FW6o9QTRZrRtcsg5Fzrnvuac+yNu3+mc+5Jz7nnn3H9wzhW2ew6TyWS6mexZZDKZhkH2LDKZTMMiex6ZTKataBDk0D8E8BSAOrc/DuD/8N7/jnPuVwH8JIAbLnJutjv48hNPI6dnTrkoNMThUSFhxuvjODYhtEXi5bMxkjjVsuwzWZe0pOPHJIHm2B0ydD9dle27TsksbKFQQHlUyhjlMRUvFETC9JduKITFQuebAIBzFZnJnc9k5rbCc5eDAD36AaVMjAlJ4lRq0pZRkjAlerUQakGR7+f0x3HOw3PSNGM9YlIZicZFdZUq4Ew3qZbISxnjY3IJ7r7vDpRK0raIfZksS5lLyzLb3OjIa4vUyMqyEEWLbdm+xFSsq60lrNCTJqc1R/GoEESuIv1WPSJ9fWVhcXU10aL/Td4NcCQWKiWmn02HpFLO2fkMSvWQpCDBlLNTUvaBi4P+TZvT2yhVMgiadpetOVczo68FPUVCpq05XEtnU7+ijPs6tzaVTL1hAl5AJYv03JHzcGGRFZOXAj2Zyg3xCVphn3Yf+QsAwBI9iTL1VwqlXn6kgpyEULIkfR+RvBo5JH5F6DJRSVPWeB/lsXwfYtqpxAjQYR2zhHWuyGs9lXtgvivXIlNCgv5FUST1Crwe79Clr5Q2tcb7erI2FL4n234W3RYFTAwsFeEq8lxz7EdPuquf1tRhUpYRFYOR932fG/B1KO5crPVFAoCQ90C4zhMpJ/3Z90IyDaP2xrNot7Se8rkdKm1in84G72+FNPrwuu0h9SDaLT1Yldv+oQc/uOb9jzJ5b70+xiS+Fr4TrU2eo4I/23rFBpFatl6DLGt7sufRDbSe8rkd8r/6KzfdZzVdtOb9LRAg631mhtWDaLd0japZS/+c+9kvXHd/pYRWf77RvuuP2YoGkVq2Xv5PPoK3fug3N7Xvtsgh59wdAL4fwL/ltgPwHQB+l7v8FoC/vZ1zmEwm081kzyKTyTQMsmeRyWQaFtnzyGQybVXbJYd+EcD/DIAOO5gEsOi959QszgO4qT12MY5x59E7sNgSL5sFJiCdXRJvhRfSyzg+JadYXJLZ0npJqIuJugyEn5oSQujwuJAVdXqijI7KfpUxea2Vq6gVZQpppMaEJw2c6gghsdCS15wzy81EtmevyIxu4GRMLYoDOJZVIHURadll+gXRR6jE1LBCiV4w9FOKUxIBrghP5KTTIdkSrPPCYFkeBb7PmeRAZpJjPWephGqsvSv9FRSkjEqJl4Z+OKMjQppMHRWfpZST0bWXpC6PPH0Box0hHTTMp7cgXh0vnf9rAMAyE8h6bEptVK5JVqG3U7eLsVz6RUcjA6ajOU+Kop8WRn8jtfugb1CX/dTNM1RD9R9iIx2pmUAqWFTPJrYRbSFklJwJSqSA4OH8Oq8XEhqBmgr1/Y3kNaLRUZv1yUnVBDnEOApASNqI4BICnqNNr6rxGqeTSP1kPfor8foHzRYC9osjMZQx1W6MtFHItLucHRcRgfKkzhLeoy4ASryPuvR7Us+VkYqUNUvfrmVSK+UK72niQUV6FvXSDATl4NjuPOL3sUyUaPc0kGfRjsop/UYvtdE6siPy3MpqvK4NklmX5wAAPqO3VE9TB4eFczENXKt8kQD0H7j9/wf0Pypv98KQayDPommcwT/CKyPBfnEDwuJ2addTynZSN6OL7lj17+c3WaaRRDfURsTQ+s8/hgfRwnfejirtNw3keXTmicevm3a02yTKbqeU7aRuShe96mz/n5uliYwkurFuRgHp5yc+/sBN993LumVyyDn3AwCueu+/eovHf8A594hz7pF21/B4k8l0axrksyhBd8C1M5lMB0WDfBbNdDZa42QymUw31yCfRwOumslkGmJthxz6NgA/5Jx7D2S+pQ7gXwMYc85FHJW+A8B1hyW9958E8EkAOHnksL/v2DTafgoAsEJPhXn6rTx99kU8/OKLUuGeEBJ31GUQfKQsM+5RmcljJDo6nIFfiIRy8WdlkLxWq6NeE8rhaCC0TIkeNDF9gHq5/ECcXRKvmJklIT6uXpGyCpGMqRXCGAQ0EMZy3lJVvH5KpECKpHtKoRIpsk2QqO9hE/gQKc8faQpXoB5DmmKmlBE9dTijnJEucWwHEiCosD9Ig+RMTWssyR+czavsF9IMHU5C1wrSn6MksIpuBmMj9C0isRPVxNDGe+m/Vo/eQm05x8qy9F+X/kuLxRAjDUmzqjHJLGOqW1QkOcRbMVMPIv5hrP1LYAVB7tElzROrdwu9h5Q6yklZxOzjNGLZ7K+Qrzk8YiWX6K+TpPQUwrrZeX2fCXJFAkcpfbJ84PvePDETxHL1NqJ/UfOq3E+N6cMAgIKmDfEcJaWVohFksbSxSO+hTL4SyGvqUUVSSAkrUkhBkfXhPRNkKYq8xgoeuJ76YMl3KCoInbLSk+/b0bTKc8i5Cko4wV9LQ+NnAdvvwl31MxzYs6juJnYOx+DNHJCoy44fwvz9cg3ah+WalGdk6nqC91lAzyH1IetfcNP+lT5zvCZ47WJdVql/375RUirDx54DAOStzTqBHAgN7Fn01sMnPXD/K/ZZTRPtNkV0oHX3FvdX0khJIiOITDuvgT2PTr/+jf7nfv8/vWKf1SSKUSi7p6160yhppNfPrp1ptW6ZHPLe/xPv/R3e+9MA/g6Az3nv/x6APwfwo9ztxwB8etu1NJlMpg1kzyKTyTQMsmeRyWQaFtnzyGQy3YoGkVa2Xj8L4Hecc/8bgK8B+LWbHeCCAIVKBQGphHJBSIXxEY1cStB4XEiIVioUj2e6T4nkkCZFRf1tJlmRsunRR2ipu4KrV2cAAHP0zpmcVEpGjnn87MsAgDOXLst+s0K9tFpMdarIfkk7RYHJYaGT+lWKpC5ItYTEVyIuV/H0n8nZ8y6jX47voEtPnJz+NoRDEJB8iZVmyeS1Ha6lbiISK2HeA7wmcsk+cUn26dFTp0ffmYzHJvRVCsr09gml7wtJF52cVEg/3Uf6QRPY6hUmLZEC8uzrhSYpKRdi0cvscjGQspSY0qwggjhwBfYnfZU0BS5nilgxDvvmRj5gShk7M2aHpUpokE5KEiafdUhfFOnv4oK+n4cmdTmeJ9f3idu4fgXp66SUjyZ5pTlyXnNPSiyjP5ESQQspk+2WSFFVZSY+Kch+nf69lKNKYiTk/dQigebp71RldJzjObJESKsoYtv69iQOaaB0DxtBIi0uSX0rVZaxxGPYfwV646jHVepCpNC+Zz/0E9d24lGybW35WbSTcvy+Ol73xqkqZt8m98/4KaG3Zs/Is6jQkOs+eln2daTMvKWWmQYox/9b2t/7FgBA+TOPAsC1RLdVUmLos7/3WwCA737fj0kZDz+24/XcBxrgs0hpoifxvodunwHQQLyGdiOlzHTgpN5EQ5NaNnwa2PNIiZP333scY3PhTfYenAbhNbQbKWWmg6fVPkVb1U6klm1GA/lF573/PIDP898vAnj7IMo1mUymrcieRSaTaRhkzyKTyTQssueRyWTarIZiut85jzBMEeSkNciROFIbpycPY/5OIU+++aIQEh36oyx1hSRKGvTooPdPTFpklt5DLpYR7UIQIaTn7KVzMkUQVqQbuk4+mFmQMtOunD+hT1DIlCulWHqNDjLSImX1vSkybStmglhBCQ++T5Kp74tD/5wgLAKapkXypJfQXyaUtoRKgNDLRuvX67BM9TWKr5EwnmQO1JeI4EFAHxzPsgt5zjbSt6jD1KRihnZCwqRPY5HYIc1SSITaylhGsSDb5RWhIYrHxrBE/6hOU6itKGYsCK95ga/qs9GmV1KX/k8xiZh6mqNKAqPCWe9APTl4jSNNQoNcg4SpPy2WOcJ6VuK4TxmB1I532ufSPwWFbUgMaX9mNIZSSgqxv7aP+vKETP8izTazKH2QpbxuFaFD0JF6qi9UvJKiS3oudPJegV5acc73Sf3kGWkz9on6VgWZXMceAgQsI1A+i9dP6aexklBilxflu9VmMtoo792ApFWettHVCLa+/5W8hKmiVaYNpalTTINrHg3x2te9BAD4xyf+MwDgfx/5HgDAhafvBADUua8eazINUgGTJf/ik58EALzn9d8BAMjm5l+xr3oMKTHU9xza8Vqarq/7ATy525UwbVbqUbTae8h8hzatj+IhfAT/cberYdpAv/7sBWBut2th2qyURFntPWS+Q5vXfk4qA7bhOWQymUwmk8lkMplMJpPJZNr7GgpyCN7BZQ7QtC6vPjxCRRSDEKenZH3p5XkhTxbpF5RdmQUAVMri49LrSfrPxBi9O7plKaMrZVYmyqhPyz61kMlAlXFWQ0xX/rp5FgAQ1oS4aK9IKlcQ0XNI42N8t09uhLkQQMm80CIJARxX4sx/j4QQqRrH43R4roseAlIhnoRQJxeCI2DqV8ydU6+pZvQaIkGTc78EMUKv9AqrmpOm8SnLYL2J3WSMT8tInBRS6c+kWEApI3lCWkYTq1LWR+13cpIzASmXIumX7kqEaaafnb8qNJHvSZlJmK9pQ6wkDwtNWkyfY2pXt9fFCneptKWvi7xv4iJT57xGyNFLh5TLEn15pjP6QhUdOl0hkyJSap5+PBrt5b32Ofg+X/h5L9c0uBC1WPtU9umwr+HYp7zmiy2px+GmEGqZeiXhWvqcegyN0ScpJN3TZQpZTPIritWTideGpJVSQjFcP2lNiTxNNAvoXaXby2xLMRafm+KIfE9aTI5LSx4F3jcBSSsFvrq55sntb7m4AE/Ca8vHqnEV09/SCvCGUZmp+fayXIvPcvtM5c41+7o+uWYyDU75kvw/+u4PfAAAUF56dON9mUqmHkNGDO2+1AfonIWW7U19+Oa7XFfbII4e+tgHAQAPfvQTt17IAPRgVc7/UFNu4o9uInlPPYTUU8g0XFIfoN9/+PIu18R0K1qdPLcVbYc4+o1TPw0A+Ikzv3zLZQxC10gq8QXaDBmkHkL7kSIajsEhB+TBtQRfcPBDf+M7JJisyQ/WOw/LzfvYsizF6abyQ23MyQ/+mpP96jTyjRmdXuMgzZFj46hW5UdvQOPnkTH54d3jAETCpWiH7pSBnOrdrwEAzMzL4NHVC/K6Mj+HwKtBsQxAtJa4lInL2rKmnMtxuZtnJHlA8+aYhr6RCwHGgqcZ173T4nP4AAAgAElEQVRxoCJyUo8il651dFCoKwM4Yaw/HK+ZS5f5YxM8Nk90/Y+86CogXZKl0eQamR2XuLwrK2BMTZdp/Oy4nXKZVj9rmSuNQg5cVDj4ttK6gks1GRxqdWRAZGp0kk3kMi1WxHMUJiuo2bQMrLQ54JQgQId3bRMa104j5xaXcXGJVcTXnP2TcjDE0QA6cQ5eDag5OBWxY+jPjYgDYB3+FPIcaAo5iOVp2hwkKQIu9+t/q7gcL2Sb6BGOhRkZ0OwdkUHHtCzXyLfk5vDdHCUOLLU5OBBxWwfVehxsDKs8lvXrG0Pzfktyjx7bvZJ22adSnxGag2d67TloVbhTvmOXOUD44rPnpA+yHkLWp8DlZY4DTt3u/h4cCg8fBgBc/Lv34Ni/l+U02czMlsrwanrOezlqAY8vSV9/vv4EgGvbkaaDc1/vbVjINHip8XTpj74s27tZGdMtSMypTzwoy8uGdpDIjKhvrB/i6x9scv8bDSrZUrXB6GAYUw9UOkjw3nuHe5DIjKhvrC/+2/8TAPCu//Z/2NT+NxpUsqVqg9HtNqa2ZWUmk8lkMplMJpPJZDKZTAdYQ0EOeXghMrgKJ9fpS40kz0PENEM+eWQaAHBpVpzPzl+9CABYotnvRF3Iik6PS2FIs+RcUhScSzFSk31rdaGKqjQ7bjaEfhilsXFtXqiM0ZJUqNOSOix15RwrHihHsk/cIUGxLFSRZzx42iEJo41d4NK0knzeK5JECSMUKrIEzmtcOqmiApeEqSdtxNJcRDPiFkkY0kpIEqBLYohLrhxII3FuOOfypEw/16VPNN9ulbj8LU2Rsz98pkvASNewzSGXQMX9yHR5HaXR91IjQW9O+qU4Im3MSPNMxLKdkHxZaTTYBpIyCfvHq4lyDnDZoXZIQupICZluRjIjV/No2b3Hes23pS8qPSBkGbqaLQ1l5zBQQ+/+OjIpS4kirqei/zhW8qy/dLCshupaD47BZqSgmmzjMpdrVbhMLycFF4Rx3+i8x6VoUVuWf7TYDzHrU+WxoHl0TurM0XS6kQPtOTn26WdluWSzLfW6/3Wvkv6jCXm1Osq2SL3OXxBi6Cz7rxTFiHq6jkyuecplbEm4vyPW07uPAQC+/pFfwXd/hRHeWySH9MHmSGhVL2X45hMnAQAfXvlRAMACo+yPXcrW7HvtoXgb5NwqjNNkMpm2qS/y1QiitcbUP7Tus/Xbm9Vq4mgjqugAEEXrl51tK9JeZQTRvtMTPy6kthFEa42plRhSrd/erFYTRxtRRQeBKFq/7Gw7kfaq20UQGTlkMplMJpPJZDKZTCaTyXSANRTkkINDFETIQzXXVVNgbud5H+2ok3K46w4Zjby6LFREsy000HKzCQCoVsVHqDbCiHbSQXG5jNFp+WyidggAcPjQGABgalr2LY8INdMhtaK0SOGCkAKjoRyfBDliUjStntT58uR5AMDcZalXRJNpxVdCJXXUUEl9aUKPiN4vtYKUFdMzxzP2Xj1z+DYCUktpV9rcIYnigxQ9X+T5034fA0DWBzwYe8/3+7ZBToiQdkc8m4pxgoRGRSWiXT3SKhnpGjW9Vr/dnqa703touhRjicc2aJzcWJY6x7w+MU2Ze22hZ1Jee6ekDn17ghgoF6Wf6kpasY8TUjMdNiYhyRPHvJ6khC40xdun7BLUSNxUehpdH7Hda02ZQo6jur6ps5yzyOuYhw6e963X+5akkg/p8dOW92f5rZsl/VYvSzt4GNIwUdst1A+J1023SU+rLr2G6H3UcHLNc7YjDkkQpVK/+ZUVNNpCKp0h8daaF1PwkUWatx+Rc0Qn5Pswe1kor2xRKlQixZXGDlldiTK2n4RaxSuZtj8VPS+E4pv+1Ydw7Hl6Dm2xDM8vn2+SXDzTxKGvyDVovyx9f2jG87OVNfv67DaQWfwiuzC8dr58fxNhJtP+0M57D91KmWqYbdpASvzcKjGkut7x6/2L1hFFD4HG1NXdNaa+Fd2MBNoWKbSRLt18F5PodngP3UqZaphtur6U+LlVYkh1vePX+xetJ4rez9fb5akzSN2MBNoOKbSRlCDaKRk5ZDKZTCaTyWQymUwmk8l0gDUU5FCaZZhZXEKRUeQFRqYH9BkKwgCZEjCkZ45NyEz7XScl9eqZZ4WKWFgRImWkKrREUJQyRsqSnFUrFjA2IilR1SqTwsR6CKGTfaYmxdco6wlFE9EfaGJU/EBGJ64AALzLUaD/TUp65RukfpbmGHctUAgSetQU6N8TFYW4UPwgRgQwOStgrLwjzZIzqUo9hzJNaiflEmgSGj1rEDsE9BbK6FUSKPlCmsexMI1oj7zGc0sfuFTaXijFQJPHBkowyZ5KDEGpJOIuffsZEjO1cgGglVCH5XbKUuZcj4lrbUbDN+k1xHoWmYpFUAYJPEZIkdVGhG6KeN0S0is9+qXwlkGb5EuGtVTSSpYDJanzfCafeXr7xF3pW9omocgkspj9qCl1AQmLNOtihaRSj+dr8Xqqz9MKqbbFJWlzW9PJeN+r75FPEuTsh9JRIUjK/DDlvQj6O9VIdfVWhGrrMtq+zXujkBUwNyvpaKMjsu/kmJBCowW58Q915fwBj02ky+EOTQEAJnrSxnIhRC/X9tITZ1ru40wvEB7DfpQmkx35xBKyW4yyVzxPI8HDC7OYIG2W1aTTQyYlhpeFKsu4bx/t2wkR+QtIn7lSEb4j36WcCY7mQWQymbYqpY12hSCiXRv/pBk+3Q3xHQJeSflslyS6URnrzvVQ84MbFnE7qKL1kfbDoscGSd99coBlmW5ZShvtBkHkfupDAAD/q79y28+9Gfk/+UifRllP+WyXJLpRGevPdSMi5nZQResj7YdFg7gGAPCT/+vHN7WfkUMmk8lkMplMJpPJZDKZTAdYQ0EOZUmKhauL/ZSrAimNQklm08ulEuJY6QqZ5a7KJu47choAsLggM+xXZ8VPZW5JfFMKBSkjrZJMyTMknA3vkbhpLGmyGUkO0hHjE+It1OP+HSY0dbsyqx44h4CzUpr+paNteVHKXOyxLZlst3OhR9QDqdkSUqBY8KhVxX+kNi5EjPNEc3TSnm33TCULAvXUUe+fjPULUI2VNKBvEQsJQ00vk/cDklhKfiSplF0tkRzwDp4IjmeSV8AEL09iKGWro0zT5fg5fXvS1COK5Nhx0jVLi0y7KglalRZIH7F/8oacv8DjCjXZz6VJP2Es0GQx7Sb64ES8fhFvkomciWjsnw5xqTBLUBmR6zC3KNe+SfqqkTC1radEjHyes99y4lM9EhbLjRSzc0LotFpybM4yPCmjXqg0l5QYkYoq6LVQf6PRKkDSrMOEsYCkUEyqrt2V++m+k0K5vfrkvfJ5S+p1/srTAIArd47CzUibjh6SNb5HI+mXsCj32di4eG6Vy/yOscWZmiDF0s9xsQyCcf2kvFS/G60VHAT5W6WGgD5940mW5UvLCHiPhHy+eW7nSpVx3x0ld0iluRF5/mC0Bke6DaQn++jeQM7HO8xoJJNpwNp57yHTALU6uWy1BuVFdD3drMxVZNFGVNF2iKIbkUq3UwMlg0zX1e3wHjINTquTy1ZrUF5E19PNylxNFm1EFW2HKNpp757Naif6djsycshkMplMJpPJZDKZTCaT6QBrKMihMAoxfqiONtO2mm2hR5ZXhEZwKwHCAlOkSprKJF4nozXZvvPESQDAUks8Y5bbUtbhhIlLRaE0qqUiMi+z8gkJEt+VMbKMfjieKWXJiJyz1SBpRD8aT1oiiGLQqgYdEgVdkjHLnHHv5HKukZB+OFwHr6lXahNUjYHYSVvGDssMvnoK9Vh2RiImJwWkSWnOFbUnpX5ZCNefnecxTn2cSAkoWBSRCEhJ47BPimUpK+sFKIasJIkuR98k9e4p0tcIAdPdeM4wpR9T6tHLE9aZSWOsT8O32A9sk1a7Jn44PaaYRezoMA77hFU5Ur8nOV9MKsprPdVfiR46mnhWZ6JXuVJDbawOABgpy4XpJYdYAR5LzOfCjHjANFtyb2YkxXpF0m6px3iRnkK851wkdR8ZE0LnCEmdqbqQOnGFx7I9oxWaX2UBlpvia/WNmatSna6QHHeOyLFpJmX9l68Scujb3/vdAIBLs/Kd+Xe/Jx45xasp6lNMxCLZNTEubc6Z4lYgGRTQ+yhgCl2R/RsFfEw4B58rPSfXI1dKLByKR8nekH6PO104JYPUUIzfpduZFuZ4/cHUxs7xOkoX5D23rM+8AdSDzySnKYzaxp0giDR5TWlLfUZZ+pppj+hMdRQPvvU9/e2HHvnjLRx9P1+fHGidTDuku9dtr/ci2gmCaCNtIvlsWOgf096QEkSY2916mDan9STOei+i20m5bCb5bFjon/0kI4dMJpPJZDKZTCaTyWQymQ6whmK6PwpDHKqOICuLN0xvZBQAkHRklrfZbqFNxKa1JKRJpyOeQp7eJzG9haojkig2PyfkxPyK7Ndi+lOapeh1mXxGqiemV03iifWQhlhcYZpZxpnuUGPCSN+UHFodqVevzQSqrtAjDb4/Fqs/j7TN+7UeHkryBFEBIdsSaNJUSY+RfQs5SRP6znRI22Tq9QMhP4phhiwtsHxSTvTbcSRxCNXAKzHEccKwKH3TyeTcIZJ+ewMmJimUlJN+irVf+IG+HzhNRMvgnBJKsi9D3FAtCAHTpofPbCqEVaNCcidlQlpbPi8WyyiVmKhGWkVJr4AkVczUJbXMccSklIBxTj10HBypKB6CiD5XtQr9eKYlDW/8rBA8iytMV1PfIyUSnEcrkem/sadeln2vCv1z/JRQbVMnjgEAjkxIClihqelqct8t0IOo1wsQNqVN95fku3DHIann+QvSlu96x7cCAA4XZL+5JanfmQsyQ3Pu8iUAwGhpBI2qfCeqTEsrTEo9HcmNYoXeR/wOge9HMa87/XB67R6SRO9nknxFpcY0mc20aeUZ/EYpZLfRj8fxuneOC1E2/9oiJiD/Lp5nWiB91rZ1HnpdBVX59udN9VXaho/TepEYCphO6UpCx/XT19qd20sP6cOyv62RhOuuu/kvmW6i1RSR6qFHfp7/uv8VnwHXUsLMe2iPab0X0U6kmW1Fgzjf+jbsst7I74Z5Dw1O779XfC37pNA6aUqYeQ/tLa33ItqJNLOtaBDnW9+G3dZuUFk3kpFDJpPJZDKZTCaTyWQymUwHWENBDgGAg+8neJWZXFWmn0ulXkbO9KaM1I8SO8sdITma9Pi5Y0woiQ4piQW+LrUlxayRjMF36KfjZHa5RqoGiZyjWJGZ7YDeNUmk/ipSH58peRTC02OoR4onJHzR7km96pH4eFRGmMo1z9lydn2g0A1y+EzOnzSkLbRXQrkonjFK3wRMvUqXpF6Os85BroUlCDxj1Jjk1U8868k5IvXnIUXT/5zjhd0WyZA4AVrihROU6M3E9K1QjYt0NpzXSJOsiiw0zXLEJJY8XwmgIKDPU0gCZ5T16C4LIbbEBnRJ1WRpCzNLcyxLqJqYRIJnZzqeV/ulTL+piNdT481qxUKfIgpiuV5ZTh+jFSENfFHqMTlZZFs0RU3aOj46yuMyNEkCdU6KT8vn6f8zVpbzlxj1dWHpnJRF2KY3J/tdunoeALDsgSo9l06OC2X0mje9Reoz/5Scf0LuhT9+7CUp+6tCDp09L/WdyoT8mJqo4fGrUv5h+nOpCVOayfs5fYRAz6uU6XRpiyQYfamSRgfgtddLngRSlrNx5lvTEBAjjiTe8im5lktv7iJqyr+nHuNzZGX7aXRK82D6sGxfkns2GyA5FBABDKbEOyxj4mQ4z/S1S1eQd3aQHFKvo76PF/3g+KqJnF4jC0lk5d3utWQ680UybVIPvvV/uuHnDz0inkNGEO1R7Uaamcl0i9qIGFovI4j2pnYjzcy0O7JfdCaTyWQymUwmk8lkMplMB1hDQw4hdAhphJPRpyFTvxwPhOpvw4SniFhN2JWZ4QJnn+sJCZOezMi+cF68V2ZnhTY5dGgU3gldFJFMakNmlUuxzGxXK1KmY1pTc1k+T+l7xMlheB+hXJF9ciaGhfS1yduyb1og/TRCP5kV7XJSOO6at46jl1DqxIMmScX3plKResUkhjJSNkEgNFJc0sQoIUDyLICPlfDgTHbG82iwmVpfqPeRokMJvYaKUlYUB326yPOYTLEfmvrkpEmKTDHjpUKWqkdRhkwP5nkCL7PkESfLO2xTidQYunJ9u8tCLKRMmAsrNcxAaLAkl2s8URdfoJEaG0ciLAzk/Jr6FrPRUUHqGRdCgDSWz6XdBfrr5Op9tCyeVQnL6rZS9o+U1ct7/bZGpALKIxNSfvFlAMDXrr4gbT53RspaWZSySeggFUrorkkhxE6NT+ON00KcPdeWdh8PJZXsgX/ytwAAf/bvfhsA8H2TUu9nmKjXPCxlxa8ROmPpwllcvCSzM9P33SmnY5Jf/x7k9UtJVPSvGwkrJcR8FCMhZZTxInt6RQXeaIc9J00PI1nXOCnbP/yGx/CZs28HAEzzs753zq2QTnqeCbmnl18r39c6E+/6VNJ2KCo9R02ema37hLhbulO++6MvyfeivNLo0zqDpLb0/4qAiYPukDwDesfl/5rWEdJ6ZT6D2vKdqlym59mFBfjZeQBA3hL6z6fm42XanpQsuuZNZNqT2g8EkdZxyLyHTLdPShapN5Fpb2o/EERax2HzHhoWGTlkMplMJpPJZDKZTCaTyXSANTTkkEeAnGNVjpRJGDBhK3VI1evEC80Q0Z+HQUsoFJmo1JNjjo4JHXF+VnwtLsxLetn4lZF+mlUvkX3q9Ny445iQFROHhOBYYJpO1mI9SLtkuRIxKRxnrD3fK5fE62V8Qrxock3pIvmSMR2sEDFVh7RQ4BwiUjOOl0Xbr0laoVPfHTlXXJIZcLXS6dGzopcE/TQyl3rWTwkh1l3JD699zv24f3FU/YxGEMXq4UOvIVIiCU/iNemMfRHQzyinv1DYy6BciVdSSifttR94TDdd4efS1rfd81ppE+/U56+cxeX5WQBAY0mO7TSk9MMTMls/NSn1qZEAy3mynmN/9TgmWvbIlcJiG2J6hYT0V+p1hJRJGi3Wq8d+k3umq95ELugjZQUmmU3UpYwnnxFSqEt6a6QsF6zRJBkHoZNG7zkKALjrxBTmIqGjHn9J7tv3lqSMifvuBQBcDKRef3rmZan3DPutLPfd2a+L18Tz5xcRKfmjvk8krkL6OKX06/K8F0skq6JQ/ZiY8halyEg8pLwHlbDaKHRrPyvQ1Lyq0CK+KfdI3ulseMxQig+Y7pQ8Pz506C/w6am3rPlsW6JBVXJUKJorbyNhd1m23Vn6FGyHPlMTrDF5/s68kQTg28T/q/cVef/k83VgfnH751MpmameQiSGGvcLuXT57fQ3e5OQq/dNyPf5mXkh+2a/LhTVkS9PofYkm3JFaUY+JA+iB5GSYKQXfab/j+6+R9deVJ8gelAIIvMe2puawfsAAIfxe2s/WE3j7AWKyHSgpQTRe+8176G9rI1IsNU0zl6giEyv1PAMDjnfX+KkldIBjDQMdKVSf3BBf/CrCXPYH7CRPyYn6zT0nZQ/0p/ikp6ZhXlMT8sDCVymFXDp16nTpwEAR0/wD/dvPCNlskKFnIa9/EPV9boIdY1ZV84/PS4DEvUR+eHTbHBZUlPOkXPwRb2jC/xRE5bi/rKyqCAnjGh6nPS4dIlLPLKQg1RcctTkIANKXFaG4Npgz7p+CXSAh4MhutrLsR6uzGugyySyAgqB/NjVwQXdN2fZWpYeA/6e1GURQdsjyq9dSwDIYp6HAykxm7DAMo8fkdj3d79LBodKsSyfevncaTzydbkuL1yRqPgzSzQbh/RHF2JGe5x3UoUDPTqAEZZpuIxyfyBO61HmQEixSjNyLq/TY1upDhDqEkiWCQfHjTKXPGYczOtyuZYOSoJmtLVRGVzIMjnH5UWp/+LyN/DCyzKoOTIqPzaffuIJAMBvf/6nAACP/NUjUu+OlHV4mubcbTlHOeNAz1gZEZevVUvSh47fM8c2R1xKFwe8N/n7K+M9lKTaBxmSrhybcjlZP4o9OTijQzoo1P6O1wMALrxb7pnjfyH9XP7cNwDsnUEiz/sAJbmm98bV/r/7n21Dep81j0m/3f1OeRYvf/UEAKAW6AD7Ns7BQYR8VJ77zVfLoOUn3vT/AgA+uPL3+5/3BxwGOOiiBtR5TdrYnOY57pFB3p979R8BAH6oKgOIfzAl9fzHzR+V/c9UUTnDwcZ5PkfbA6ve3hEHhcIRhjCMyqCeX5JBvmwQSxBNt106GKXG2HjXrlVlT2rm+fet3cba7TWDRXtpqdkuyiLsD650MEqNsV/3m6/bzersOf3GqZ9es73eiHz1YNFeWmq2mxq2/rFlZSaTyWQymUwmk8lkMplMB1hDQQ5575F0ewiI6OTBuqVHQdiPfFe345yzzZmm/5KIKdM4uFCQmcc7p8XI99KsLEW6Mr+EkytC80wVZRlPi8tqnj0rdMYTL8iJz5yVyPGjo0KiaGw5J57RafZQpAlyyDeVkCn25P0GlzwFh+XYQiTm1rnOkHIJT7lURKUkx0TaWJaVqOlvJgRRzqVhaU9eOzR5JvSDQrENREKJIOuvL+Mm+5j9qKvewD4P+EavLf1XKiYA6ZQsUwNqEiYaR88iIhJNeS5tUrrGBx5h2EeUpO6J7NMihbXQkLa1uLzs/juEvBqvy+vIuLTn8IkJHDtBGuwFMXp+6mtPAwAuMRL+xZ4s4Wj0ZJb+aF1IsAnSXLoMD0kCD+nzvMClcqRqSk5m9rkyDZkTM91GK2H95Tp2e1LfUgS4aK2Rc70kfRhVpR8qPNf9k1Joh2bSL3NJ2LlFMaRtLjUQl+X8b7pHZjaenBVK6uHPCXVR55KwqXvk/j7Mq9DxUuah46TfzryM9ryUXyF5lsdSjzKJOY2hT9n2kEsfE95neZv3UHDtHqA3e/+7gAEQJntFuoxMiaHn/sEnAAD34IPy+iX5HHuEHHKKinXkYj6bNPv/7n+2rRPQ+P+QvP7C6U8DAD546GcAADU3uDmKnNTlyLh897+30l2znRcKOzIjojH0QUOueZVLw1aeE4Psf179AQDA76xbVub4efVK1j82Tw6uEbWLSF2++hQAYPZN8qw89HV53rqvCTXqGUBh2ppsedn+1Azet/FSMyOITEMqW162P/Xrz17YcKnZsBEypuvLyCGTyWQymUwmk8lkMplMpgOsoSCHMu/R6GYolWhoTKol6MmsdRgFfVLIqaEyzXKYHI/Iq6cOqZZIfV1oRHpUCItvPPMiXjovo9WlqszaBoyw/+rXxSvk/MtCDOUtKat1+g4AwLHTrwIArDSFxOg0MtQSObbHmcycWEptWup37irNWGPxnnDhOkPqQGkhwPf4Xrx2zC7gvp6YhqO9c8hjiyHJHpIfuU/7XqtqIh3QXDjXmHmaXSOnAbNSIpyQzdULqdBBs8E687x9sou+QRpr3st4MUiXJOrNFMVIiHidZzT8pSv0S8plRr/LccqxitA2S8v0T4qkfyfGhbzq9nq45+6TAIDXv06uxwtvlvXCf/qXXwEAPPqYEGBnz0ifd6bYkez7ckVMYKPYo1aSuvb9kghKpIkQB3mmRug0QK9IPWdmlahgtP1IBp/TE4q01tSkECRKnv2dN98DAKiNCIX0p09LLu2940KwNTMhhx5d6uA46aZjEzL6PrPwFACgQP+fN736PgBAaUzugTMX5Ni5Ky8DAB5/Ttq+kmWYGpvAGrF+WZ8a66553ysERIAhVL+quIgCfVpyUmwulPOnB8iRWo2n1WNIiSHd1s/3jEhOFq/Kd+BXZt/d/7d+NghlRbmx3s7wAN0epIKeXIOVBfnufaZVXLN9rDdgmovfB9+lMTvj6NVc+uQio+wfl9cXyvLsKdHYfeKy1Gd1lL2WdRCNqIOyPO8vfqv8P/C2v/cYAOArv/1GAMCxp+nTZuSQ6QBovdfQDffdyIdofXS8kUQmk+kWtN5r6EbayIdofXS8kUTDKSOHTCaTyWQymUwmk8lkMpkOsIaCHGq02vjiNx7H0UkhHEZqMms4xlSgSs0jIj0TKuBBHx6mdMOR2MmJxmgMd5mJX6enhBw6d2UOl2Yl3erIIYk0rowI2eE54R8WZXY36Ip3zfKMJKWE8XkAQC+R2fRmK8HSklBEKf1tXMRYa6aXZbHOZMs5w5TtYFJa3mJyls/RpSdNyIQsx8j1ImfYUyZFJT0mtmTS5qLSK44JW+0Yrsr+UY+mXEklvk/CKvUp+4++M6nQL+EEiZ5uiCShDw8pG0efHfUjSTUqnpCB03Qr+j8FQYAm35uhZ09GIuieMen76ohshzWp59ySjDp/9i8/AwC466TQW/WRcRyZFtLmjqNChd1xREic73/nt8g+TDb7q0eFIFpsyPW7eIU+T/RdOhnF6PG+QiDtjgr0smLbwlDeLzMJrlMS2iwErzv7sdPKkTHWvVBkZH1B9v2Wk5K89t+87x0AgC8wiezqk3L/xYFcgwZppWKphNP3SL8sdYS0euY5edUEuOeuiIdWck4IrCuXeH8xmW1kVL5Dp45PIuop1cPUO6aXtXkbxWxzJLcfHCkgR6rM8btUQARXlL7VZMGUtJHLDk56kKaQaSqZegztuSh7TTTsyn1ROyvbn378jZg8u/azQaRDhV0p48vdZM32IKRR5+GSXIPq00Ia/o8j/xW35eYOluaRZZskcphEGdbF98aRNPVNofKy5cY1ckhTDBskREn/xKSBRnl+R+81T7oS3C/rdvu+RQeRGOqLqW/N43Jv/JsTfwUAuOf4G9Z8btqezHtoOLQVMmjLZd8s9t4IItOQyLyHhkNbIYO2qpvF3htBNFzaFjnknBtzzv2uc+5p59xTzrl3OucmnHN/4px7jq/jg6qsyWQyXU/2LDKZTMMiex6ZTKZhkD2LTEH27poAACAASURBVCbTVrXdabh/DeAz3vsfdc4VAFQA/FMAf+a9/1fOuY8A+AiAn71RIZ0kwTPnLuKlS0JDVEkMHRphUsloHVOHhA4ZrcqMcEXTwSIZ38qdEBRqmBKC/jz0SynTy2b6UB0XnxEi6OxlITiKJZkdv7ois7n1Efrw5HL+8SkhPwJSQK1FIQOyXoaUM8EZZ9jzTLa7nP0tRfJ+Y0m2x2KpT0r6KGCoWNKOkYcy6+2ZcJZwdrnbowcFfYA0KSoPemxyiZ+TEkIAT48mnYQONImKxBISzmCTEvH92DJ5LZAGanULCENBTHJf1MJYAXohsc89SDxpglV+jRxC/zoIifOd/8VbAQCvvltGkTP2W8FJm+ZmpM1zy5JSc/GM1OHJ1hVUxy4CAI5NyTUtB9L+Uizk1OHDMsN//LB8/uwLMpt/tUSyY+GS7F+Koa2uxFL38ig9oEAahKSVwjdeI/TYX92OvLacR9KT85TSMfaH7FuckHp9eUH6aeQdklRU/AOmp7WlXmlT2jperKNUlnvvzJzUtdWipwl9nhaXhDo6dEjoqbe/49UAgCNM5zt1WIyWirUiXnxZEn5m5qRvNf2uRCIoiHn9Ar2XtVfoTcQUujTvwnm95jxW/a/yXfccGsizaCvqE0J7hRTaQJ71r5+R+yOtFlE/013z2fZOIPdGeVZe/9nLP7xmG4Pwq9IyFoUSPPwYybtleQaMvpRc+3yT5wsn5Hs89333AgBmvlWOO/w38j2Z/E/PIpudW3tQ34OIfmw9PqxXiOlpMtv6OgyAzNoXIj1VvSDPpP/u3Let2cbeSXLb9vPoVPMyHnrk5/vbSvvshE48aPTQftVNvYhuN0Gk51vvhbSD+peQm/vlv/8fAAAP/T+fu30n330N5G+jM088vob6WO8pM0i9951HjB7ap7qZF9HtJoj0fOu9kHZS05/7GgDgkf8sfxee+PgDt+3cm9Utk0POuVEADwD4NQDw3ve894sAfhjAb3G33wLwt7dbSZPJZNpI9iwymUzDInsemUymYZA9i0wm061oO+TQnQBmAPyGc+6NAL4K4B8CmPbeX+I+lwFM36wgD48ecrQToX+W+HpxWWZl4/MhakxlqldlJvgwPVXuJSlxqCYUhsuEbMhJgvRINqhPULUyikJVyro0IwRKgZSNpoLNLMlsbyESAqXck9norC37tUmPVCpFaOhXNy3xvExRK0pZnZC+QEzrKpelzIxUUMAJ7Txy8ESCuurlQ0Knx/MGnHV2BHi6nJ3uKR3ExLEgvjYLnffpHXocJcR6uEvk1TOGnkQhfWlaQqQg9gi7SiRJW7wjOcV+CHSIcd3kt6ZcFVyIPJEyqvTjmZiU61Yqy8HtttyKKf1vRo6yzZPyOpoIyVO5fAV//SXxevkyhLTRhJuAHROTiFlclPuo0RTKJrvIfjok53y5eBFFHR+tqZcO/Xbq/GrQw0qT4AKSTT2+32x0uJ2g0RECaIz3wuiI3k/y+qk//Kx8/oj0o+M94KpSh2ooRNHRUgXPPXFFzscb5PWnJaFtckpohskRud+PHJXt8XF5ZSAbOkzzKZUiLDRlHffc1TMAgIhpUVGg6XdsI+/FNJV6haTy1FuqtdxCIRLyK65IX2uyWd7d1fSggT2LDqI86ZbSBXnOTaDe/3fe2/519bx/Khflu/L8w6cAAKcvttZ8vr2T0COJnj+VZ0iFzgiBF87LsyJvNG9O6ZDAxJg8A69+h/TBS9/zawCAOys/CQCYfLgOzM2vOf9G9bq2fYD9hDahvC33yPTfyIzaox3xGpr++sqaz4dcO/I8Wk0RqbZLE/W9h65TtumAaB95EK0nhK5p/faB0Y79bbTeOwbYPk20kS+N6eBoP3kQrSeE+lq/PYTajudQBOAtAD7hvX8zgCYETezLe+/xiiEDkXPuA865R5xzj2Tpri9JMZlMe1cDexYl6O54ZU0m077WLT+PVj+LZvb4clWTybTrGtjfRjteU5PJNDTaDjl0HsB57/2XuP27kIfOFefcUe/9JefcUQBXr3ew9/6TAD4JAIVy7NMACDUdhl42ULIicOiskKJZFgpkflbSmxJ6+Zw+LbO9RZIyJRI6JZbpmaYU+RABZ8MZNIYrkXgdhfReaZKCKBSEJplpyuywT+mLw6StYjlCmsm+7Z6QQUlXXju5UCvLTObRJk3FMpOd0vclJolRjh2yrvwxmAaamCXHJkyX8p6JXjznckNmw1vc78ikpKw5nyLtrU0ry4h49Mfh2FbnSTrxbQaMoZOxXoUeEiasMdALTv2cQl4fnWlnKQ79CDk5d1hEpSb9327Ij+9OT/qnVJP+KJSEDGolclFczLbyFs1K0ge1+CguX6EnVEmu29yC9EOPZS9wdjmjl8+bXyX+Oy0mj80ty/sLCzHOB1LG8VDompz0WMwUISVxUrYpSUh1MfEoSehj5EKkXalXryBtq03LeatMn3v24gwA4Cq9Vso1afORMVJUJalfA4tAIvV5yz2SzHbkiPheTRyS+1pvqAKTzgim9VPnltUDyGeIIPfxSF3pNelbR3+Ubt9jiNeTtFvGFLwWk/fyJEMQyb8j3nOe58m3ZW2/bQ3sWVR3EwfO/KWfkjUrz9ZSkgJLjbWfbesEco/ETNSb/kppzXY6CM8hKtfIxKvyvQ6WSZx0ums/v2F9eQvQv2jqc/JdvKv1oGzTc0j8iw7c7bKj8ky1DJ8WyvHIJaG3/BLp3XQT12/3dcvPo9XPorcePnzTm+tmxM9WyKITcnvvqPeQln3i/965c+wlqf/Pel+g7ZR1y9pDBNF2CaF/iYfwHjw44FoNpQb2t5Fz7qbPo5sRP1shi977zp1PLtOyP/rM39qxc+wl6fUbhJ/UdumvvUQQbZcQmv7c14AX/2rQ1dqWbvknnff+MoBzzrn7+NZ3Avgm5L+YH+N7Pwbg09uqoclkMt1A9iwymUzDInsemUymYZA9i0wm061ou2llPw3gt+mA/yKAn4AMOP1H59xPAjgD4L++aSlePHjUe4LBVX0CJYQDSNOoH4QmKz2zICOczy7J8tlaQciK8VF5nSwLnRGHMlvdTppI6H9DOAUdjocHPZJBuZAWpVx8VXJ67ig9kufq9ZMjI8Xz/7P35kGWZXl93/fc7e25Z1bW3tXV1dN7z8Yww4zBEliAFwkEESICbAuwASHLW+AR4g8TKGwCE4RsGTMMODQaMISFA0+EkRXSCIZlYPDsC71Md/VWXXtW7vn2d5fjP37f363K7Norq+pV5e8bMXP7vXfvueeee97Neud8zvebkaBIiXD0mWI2MSFl9QYy43mGHhX9vuzfqNBbBw49+sQkYYVbppMR9wkSITqalYSvhR6ZpLdPTOoFaYZUPYXYbCEJIkcfmZjHKg1VsN5Zpr5GTNryOfqFnFfJU+/Vq8aXdQcAxwS5nK81CsxjiCSSFwP68VRrQty0qkzQZH2SthIvUvYgkeP6QyHF2qsZpmZk3/q8JNeNSNwMSWNNkhZ7bCTbb3lU/HjWzsvnnzvzhpwiDbBJuqjekfJrVTnvsMdUOZYZRvRE4sR1TG8kMH1u0B2i05WyRkN5rzop7TYayH2dqMh9nZ+ekWsnmVadlTaps+PH0Ty+7Xtln2ZF21jOH9PTSimpvKYUFdue348aKTPvgflpee/ikszCa3+OSH559b9SAyESQ4jk3LG7fK2O90XJtNJz6P4DFLvzLNqL0sRCJmq5dARP0mZ3ksT43FgTMqn1crLt9a7SN3w2qzeNIwFY+hoVN+/5k7N+s//yZQDA3B/L3xTfFV+jnEmKpl0U+0KufbFHX6o83/b5A6CxeB7tJllkGl/dMTX0AEhpoSv1yO/8HQBXI4iur1M/8nt4nuDQNx7+lL6xeBYBu0sWmcZXe8EzSmmhK/X+7xYv5HcQRDfQlz/dxuH/abxIqTsaHPLefx3A+6/y0XfeSbkmk8l0K7JnkclkGhfZ88hkMo2D7FlkMpluVXdKDu2KPDyyIi/TuELiCFq53PvS26dKjx41WenQH2hIpGMzFr+XtZ74WZwOpJRJpjs9dXAfnn7uCQBAvz/i+YS6aJAkOjAj3j3Hnz4h75NEKVIpq70plMnAFygSJUtYL5I3GX2NLi3LUt4/evEbAIDV8+KFETkpi5YxqIQ1tBIZdazwfM1JoZ5mWkK+HJiTNbiz83ItMa/19FlJdVvbWi7rEDqlnei1pMlhJE8ipZKgHjpyqJrHNCskU4YJPAmS0Km/DMkhJnaFvG+BUiUpqRIlslwIT4+cMJKZ4LTNGX22fZ3pbi4VuqbLdLkWKamZumzTwQyON04BAPbNyv15bE727fRkJn+jL9s0lfou9WWmf0Ta5b2Pis/RF1/eRIfpbWtbQnRN1+WzWkKagscocDCi185WR9p+dUMIhUG/WxJUVRJc3Q0hD2oVIQ5ONMQ/qDon93kylvcrpJDqLXk/iSJEmqAnp0VMKguaEJfo50InhSTpci/1inhP4Ask05O8Bvo4RaRCQulfgZP2KUjG5ewTcU7CjufMHJDxe6cJeZ7tkWf313TIdAfiF1X9eFxe3BVSQ2meYGl52+u7In5h7wh8Yhn5hjzvodsHWU4JUnluaNIj1IeMhKTP+IepPyjvk/oBXatP6LHBJAlF+gSVZd2KlDa7nWNNN62rkUWH76UVy0fu4blMN6c/wN3xHfqDG+8CXJ0QMu0NXY04Ue+he6FnPvnMPTuX6eb0kf/sv7grNI16Gt1IVyOE9oLGZHAISD1Q5aBQQFdkjl+gCBwi/kxucHBjkya5upSoUBydZQ5ppNphPvfhR44BAJ44chSnOjJwFEYyiDBdlR/lC1U5/7uOPAkAePcHngUAZJsy+DLiD/atdRmsyX2I1NMsurj8YxwAMg6khIz8nnjzpHxelcGHgxMywNPk541WA7WYUfG8iOYEB4f44352Vv7RXWvJoELg5f31rpyr35GBqMwn8LrkS38McBvyGhzrqz8IAy67iCpcYsT27aGOJNliGbIMyqkJssa86yCRul3r6iQuT/J5hILL2ZKQg2YbHIiIZaAiiuRamk0uG+xEVzYXYv4uyYMNzE1ywGhaBvHqMzIgMpfJUqzVdblfvb6gfdmm7H+2LoM1HbbzTKWJ1a70gVXet8aa/HCNq4yb5w/EXiqDRwMajPe6NNTmmM3kzASaLbk/zQmptA6qNJvSv6abutRL2qJal9dBpksmaWaej1BJuPyOS888B2VSL+3nQ351eT910CbPdCBPl4JFGPXlWlo1qXO/K581mrpMkPeNZuqex+b8sRfx3oWBQ67O1zRJ10EzNwbrykx3KB1Q8cVdWb6jgwtFR5czWqz7PZOGPTRpaH9I/sG98aw8M9eelu/8aFbuTbIq3/mZlzymXpBnH86KeWfekcHknUv0gkePAgBe+3Ex4j/xz+TvUX7yjV29FJPpodFj3L5+X2vxTt2pOfV1BoJs8MdkGk/5P5Qgu39+n+uxU3dqTn29gaC9OvhzI9l0v8lkMplMJpPJZDKZTCbTHtZYkEMODlEQIOLsZsWpYe7lZUtxqPQCjYpHXJbEpUMhjYED0hpchQZHc+d9s3PyOijgSKHUKzQEpqlvtSr7Th+al9cNKSvtMNqbiLumhMOlJYlTtiTLDlNd5sP6cdZ8lkvEjh6UmVuPEa81RpWG0z0ud9PZ+yShGbJnPbqMZWbkeKRLoBilXoRXmg3Le2okDC4VUtNoJYzA5Xd6OYMuy254BANdoiFblyutJfsWJIQydSdWg1sSMnmcl+ViJOdZXpNZ5TNvvCnnOfS4nJ+R9csbMjvtNuR1xQn9c3F9BcnkZSJJPiO+w4nsaS7Pm+Byrs6E7Hdq6y+k7HXZsfXYHIbnpC3XLkibn02ELhqek9cNGpxHvMZKTepxeJ/0pxYprlqSoFqV/hTQeNoXshwjSYQkUsNun8o5E6V7eH+DRNqr7qqlk3iqs/M0jVY4S/tgRnKtn0l9C/bRKNIdQwSkwaqs69KZAete2V6mbMplgjnpoCGNsitRgoJL5sKRUmJccjYWTxLTruhumf7qUqEHz1z4gZc+e1xLnkUdmvRf/Ha5B//9d34KAPB3J+S5/MktoX/+8We+H3FX9m1uCmXpdJnZDnKo+7iQnK/9x78OAPiOP/8JAEDVyCGT6eHSQ7BETOu2RyLtTaaHVg/DErGybmMSaW/kkMlkMplMJpPJZDKZTCbTHtZYzPcHgUO9GiMutudiZ9wW7nJEtysNKulPlGjuPT8nrVIUQlLUJmTW8+Bki0X70p8oqYqvi0bGT9JnZnZKZleDXl6eHwByNQNS/x7vSpKptNthdVKSOwMaBPfp09AqhN7IM6FHMnr+ZC6AJ+GixsAhb0+N3jRzNKge5TJz2++r74uUMSBdEgUDFF6utzSbDXSrdA/NZ9WbiNdWpELG5HU5dyMeYGu03cS62BF5XpAUykkfhQq76HUEUYmleBqhttvi+3TyTfEzQnFW6kPk6+K6zFIPPdupJ9tLG5voTkl7nF+X91xVzjtRkfaZmhH/oolYXjd4zY/vFwPrhURMsYejLmaPynvf6MiobcXNsQ3lvm2wjZ97VMykJ2ZmeC6hbhIlaSJXUmQj9sGUYER3yDhmtlqT/S6o8H6zgwWlTVCAAemKgVJYbNRuT428U5YpBw3ovVUCbDmj7QOPiVjq6kBj6kBM0dOhvFYMaUj0KvZq9iU1dk7eHxY5ChJwA3p69Wkc3m4/BGa9pnsjI4buuZTW8m15rjbeFEJy8bPyPPul1R8AAPzjHZ5Diy95NN5c33bstbyiGifF6+3E//H3ZHuSnkO7eB0mk+ke6gaE0LiQQbcTaX8r+5pMpvuvGxFC40IG3U6kve779om7UqVblpFDJpPJZDKZTCaTyWQymUx7WONBDjmHRhQh4FhVSswky2WGeZhmKIjmJPQ5aJDccIzSThmfHmjMOoe9piZkBG8faZN2e1D671QTehyRPprkvs0pUjf0jMmdxtPT60bTnZyDY50DjYRnSlnOhKd8QMpnwOQq+r8MNfUJmi7l4Ul/xIwlr1RlGydyrTHj3kccjByw7CH9eXK2V97zyGc0nUy9htggjKV36hekvkD0rtFUs7jG131gyH2rvDZNs3JlWhnJIhImGdvL89x5nsLRM2iiIp+dWpXZ6D9/4asAgLcukvahD1RYyLVGYOx6IG3QikMUQznvyjlJFsuYsnWRLRrLqZDSs6qgl1RlUoiw6oTs0NsIkA6lDetOCLORevh4oY4SellNLEq63ATTfkJSWoPRQE+GkETViIlhjl5QQ6a7TcXSByuaQMb28kwpg5OvY+odIhJWCe9pfyA33Rfbk+I8tL9zfp7tpt1rGAzQXmdSXJU0Ej2k1hOhtOpsp2BQ8FKkzQNIHfo9IZ+2RpsYDuWzbkcogjbbr9ej2ZbJZBo/8e9m3pbniHtNvrdTTCCb+tM7j7Iv3nwbAHDil+XZrlH2JpPp+prH/33V95fxAze1373SuJBCu6nnaTn0jV28tOfNxsj0AOvHHj941fc/cfLcTe13rzQupNBu6k6T2a5X5q3IyCGTyWQymUwmk8lkMplMpj2ssSCHvPcYZTmqgZAKM6SCwpjkR5yjQ0Jo0GfiDWse6WvSNs6puY28XmCqVIO+NOubKWLOjkZMcElIX7SmJKUspveQH8jMZ0HMRn1WvHruOAdfKCXDJC89vR7TF8JiQNKjKEkjfS3nQuAQknqqkp5pNWQ73ZRtRGJHPWocvWLSgmVE9IbxDmFJkoB15SbmtbON00JT39RnhoSWEiLDKjLHffiZIzml3k1Kael/aAKa40njIgJtb1Bll4t5jbUq6S0CQp4eTfVJIXVmGrJtzQpZNDMxhQr7xUC9cpjUpfRYOpTXW5wl3yJZ1VsX0mgtlc83Bh0s9eXEIYmcjQty/tqceHEcaApFtrQi9zEM1ZenwWvkNbsS/EFUpshJPevQ9LaYzcR7o3ZZpH3U/2mz10dQkw9rgSbqCe0UMH2vPZD6ZDQ2qvF9DW7bTIX26Q8LBCSEGiSXRjwfID5BWSREVZc+Xb1NeX+d/kZrJIfS/qgk+ED/qZzUEQLtaCaTaWyliXF8BubcYuvOKR+ljfLVtTsuy2QyXZsUOoUfveWyHsE/v9Pq4B8x2ethJIhuV1dSQp/7je3bUr95z6pjMt01XYsU8h//2C2X5X7qp++0Olj66+8B8HASRLerKymhT/1/F7n9wfK9/+5H/8ZNlWPkkMlkMplMJpPJZDKZTCbTHtaYkENAUQQYMHUrJ3XTIAaxr5ogDIWcGAxkn4AzoPWWkB39oVAiaa40i1zawuyCnINgQ5qOEOiQGAmgOj1pJplSFoOzqhmpkEJTwVi2ghdFURIUThGdnF4wpEM6ayQ8SLlocktB4iOkN1G1lqA5ITTK5ITUY/GAkEyz80I/jXS2d0PIjpDUUkKyKKbpThF6ICXdQ3onJ9JUj4QeCfcvynZ5mfWUmeOIPkGe115MRKhuDXn92wkXpUUikleRkkMknLSMXj6AJ+1Uqcu1Hea1JbyPU0wBO0Rip7FPPIAmGuL9U0/0Xjh40iraP5R2cuqrQc+fNJNzjEZS/z6T4br00NjsDTDMpKyNLWmHP375VQDAfnoO7V+UlLJl0keTTTnnNP2LlJIq8gKFU+8lnr9QyobXrmOx9DXKsoQvpV4j1t/nHgWT8lKWpUl5Aa+5RuIshXptMfmM9FjYI1HkI1TYv9td0m2xtMeppU2eX2b6t0gPdFgfrX/B9gzCAFFF+k9Ov6RaIed94sS7AACvvrx9TbLJZDKZTKZb1+0QQrtZ1rVoo71IEO30EbomJQTgw+Y5ZHoIdTuE0G6WdS3aaC8SRDt9hK5GCan+9ocWb7l8I4dMJpPJZDKZTCaTyWQymfawxoIcCqMIE7NTiEnRdPviceJJ1zSSOt7sC9UwGAh1sW9BCJOUdjvdnhIWPKYmNM3+aaFxBqRG0mGBhPRDledrJUJwVGpCi2Q5CQtSIZrQlJHGAROsMgd40h4B0SSvaVEknDbo20JnFiQkPzzPHcSkf5IKJhtCQc1NC5UyNSH1QSBH9+kJU5AgSjUtjFRJSp+lwGfwJJgcz+NYRkCCKGzR/+Yd9hD0LaL/UVxJS4+lmAlaIYkhhoKVdNKQ7dVlglVOomiqWkedVFRA76d4Su7P4pRQUfO85jqT4qokmFJSNsPscqpbwPpo4priWOr/5GL5IGFsWVKTejT5+Rz9lYo8xwhS/qUt8TTq8HwdL68rk0LdbL0sZNHb9F8Kc2mLuXkel3fh6Unl2L9GWZ9bekOxXhUmx1VAUo73b8g0vChOkGkaGWk6pbFoZwTvSICFrO+WkHPdTAinIfvCKHNYOX0WAHB6aUW2lyRNaLgp9XOB9kUpPA4jtqO8H9Z4bjikufS9ppsAADz3/JNS55a8NplMJpPJdGOden33yKC7IaWNHhSC6JHf+TsAgFM/8ns3fYzW/R/95NVxn+sRQjtlxJDpgdYbRwDsLiG0m9J6PSgE0fu/W37PfvnT7Zs+Ruv+EV7LTl2PENqp2yGGVEYOmUwmk8lkMplMJpPJZDLtYY0FOeQAxIXDLP1lJhOhIkB6ZGM4QrohlMN8IIRJk9FQ6/STQSQkCgYyQjexIClXc3UhPzr9DQCADwtUmAIW0y9ICZMKqRaXCbk0DEl85EpOyOcEPTAKgILkiSZ2BfTGQYeJWEOmW5HOqLDFY55Ty8p8gJDHamqZpm/1uuJb1O9KG+QZz18M+B/yudJIbpSDVjClF5IGZPkyWozJa+rTwx1CJsaFVbkHjbyAq0p7TZDA2RhImysphAGpnioT4g6Iz9PCpNBdC4uzZZsr9RNXSKk0pKIhKaPCk/DK6XeT83OlhRIP5bAy7hOwEZWu0fZRo6lc9+NxqUbKFUBICmxuSvres4cfAQB88UXxHjpJX56ZihBCaxtSnxTirZPV5Npb9SoiUmFBpAZXJM9G8ro7IBHHtg+ZHFeQJBp2pF3ztIMBb1PKNg7ZB/O2lNEeCiHU5/3rdtluHekTo4Fsez4HQ4RQ9JhMRF+iarXJhmL70RvJs90Sfsey0rArx0JjFgDw5HPPAQA6JJVe+PIXYDKZTCbTDfWR+12Be69xp4TuRONGEKmUJFJpPa/U537jj2V7B+e5JjH0Q9xaWtlY65lPPnO/q3DvRUroYdS4EUQqJYlUS1ehgz71fTQPJiF0O7oWMfSJk+fwC3/7e2+qDCOHTCaTyWQymUwmk8lkMpn2sMaCHEqzFBfWLqGdCq0SM5ksVG+WIsC/e+wQAOC975cR3jYpjT/9yjcAABv5BQBA1BH6oVYRj5s2vVg667Ltd0dY7yzJviRdRm2hLGrTQhtVSFL0Mm7pBYMKk6nof9MfOIRMldoYCUGRhikvSrYr/T6vhegO6z0cyfsB07IwqsLTS8hzzG7A8xSko/KelDlgalpI+iYKhHpxgVAuoxzK9EApG68RbTydU5qmLsc2U7ZbQ+7BoE5SpZthg743BQkhFHLeGXoiLT4mo5Sz0/QLok9Praq+OCFAgimOpNzC1VgP+u6UBJbWnBQOaSB93+eXiaGCxFBB7x7Q78n57T5LjrRUQWIoz+inFHn4kElcTFabn5M+cPy4jKq/8NLrAIDVNekzq55pYW36Co3knk0tzqDJz7pt6WsbHSG6el79sHjtbbn3aY+EWkCKKyAxl2fwQybTFWwftluq16hpdKn03SHP4R2/O5HsF2YZEtJRQV3umy/BKSk7pJFRhV2kT4+kHgmxGt2lDh84jIVDJwAAF9bfAgC8cfIUAGBAXy6TybTH5PSPyjXmmvSB4/3VPzeZHkI9TKTQjbyH7qauRvvcUL8jG6WCVHdCB11LV6WGfugq75lM91MPESl0I++hu6mr0T430mFuSypIdQd00LV0NWroEydvPUXayCGTyWQymUwmHFs0CwAAIABJREFUk8lkMplMpj2ssSCHvPcYpANkEqKEwgtZMRkJsVA7dgTTfZl1PN0VouLUupBCw1T2rdO/ZUg6IxsJlfHVF18AAJxbl7SzMA3guvTZKUgEMUXqL18RCqlZpR8OhIBxA9IaJHY2SPKspVtwLILBVMjb8kZMSqMdy6xppD5BQ/mPfl+2NdbbA/AkWvosPxlJGSOmbA1JIyFXTxgmpHHi1ithFABhyQ5pThpfcxY3IEk0OSFeOl22dRdColx8+4y8HqQ4OEsPoRlJpGruF7pmuiaeNXFNiJcoYSIaiZ6AM8lhHMHR36koOItMY6Bix6Rz6OkxFOmlSr0JcaHIC+SeqW2FXpoUEtEzJyYxlDPOrFAaiV5OVZ4sCAGQwMk4qx2mss+JBUlRW1paBQC8sCJpZewCGLHf5YW8f+78BWR91oupbnUSTBmT8oZsl0EJcbHeWr1ASKNRAISss3pV6X1UzyYfsZ0SuQcNGguFem08LqzGaDGFrM9GbLMbBdr2JNRS3r9uV15P8Dqee05ovcbsAZx8/csAgLdOX5JjeQ+c0gMmk+nhlFKcfC4E9JFzLSFGfVNe+1jpRqZ+duRZ6dttFPTN8xkfQkYTmR5wPUyE0I10s+llt6IbpYDdDdrnTmSkkGms9RARQjfSzaaX3Yo+dSOa5y7QPnei3SKFdmosBocAB/gIPuQyoT6XMXkZsAiWt/CnHfkxunbpNABguCE/hqemZXDDNbmMZoLH8Ef06pIs91IT5SgpSuPpgP/IbYzkvK1QBj0eq8sP7m5HTKwvRDJgskrj5/5QfnjP+Bo2MxkQWN6UZUcFf4iHIw5qpHKuJkc7Ui4dcwGNqbiEzjlX/qM6drr8hxHnQw4uMCpdx0QGuqStI9c44j/Gg8AhyHTEgbe4NNeWuvd4zFafxsarMpi21ZVBtJhLwt7zzDOYnpdBoXpd3uM4TVm/kIMwAWsWlsu5OGCQAXlZdw5y6JhHoGbRcu2eZQ05cJdyMG04YLvFYWksHXB0KK7UeF4pMucPDh080mGLSOvDQSL4vDTxzrl0UAdMEi6lWpiX+xR+U/bbLOTHTaMvZdRjWb6Y7JtGx8myvl5X+lqHgy21KRp60yW8wiVYQ7+9vUI1D08z5Lo6kddSLq/Ta+FyOMfRtYhG4lUuJwvY3wpXIC8HyzhCqe3DwaphzvbYkr6w2DoAAHj+PU8AADJ+T06++CUsb6wAuGzmnrHMPDUI0WR6KMVnT1CRyZJgXgbOh4/JpMHyc/J3YetJToxMyd/LdEPen/jmPABg/q8GqLwuf8eLZXmOFLoc9VYHiZzD4D/4FgBA9V996fbKMJluUXtpIGi3dDMR8A+Cbmg6bTLda+2hgaDd0g0Hfx4QXc90ejdkv+hMJpPJZDKZTCaTyWQymfawxoMccmKgm5EWqXoxOn5sQYiV9zx2GJXhQQDAS0tC6LweCqXR3RSSY3NdZisrJCrqTSFNukMxBy5CEhVFgJAR3Y5oSUgn3nBWCImzHSm7QrzlRENmPqN12f8tJ4RFc7aO0UjO2+hIndV3Oi2NhLn0SwEenlsJFR2dKwKPUU6D4ow7jyraPFIWlw51hoywH5AGUhKFFEcxzDGC0iLy2WhFqKfNTaGh1jojHivttzAns8AnFo4DAOKEBFY1LJdpKXhSkjs0Mg4iNdtWYkfeL4i/uCBHxLbUuPdS6nHNpXIZl5uNSFjlA8ass6WiMEDIJVVR7PRg2TfYbkQdkKZxpJPA/T2XeRWjAD5Rs2rZZZ39ZWl5DQBw6Yy017FD+6WduK6sx6USCmaN2j1Uqo1t591oyzpJXUHRqNAsmhddJbkTZrJ/xnYtgqJcTqdEVcAKhtqOkdJTYJmkzrhMEVzO2B1kJX2V5lx2yLYc9dnmNFM/8cizAIB3HT8KAFgeyJK5s98QWs+HGeJIaIDMjXgs2zxWns1kesB0s0si9yqZwqWqrip/j4ppIWs3jsvr/ofkb8s/fd/vAwD+ZkP+jv1BV/4m/szUD8r+3QbmV+VYR9N+jHR5mfKoN1mlKMaf/abkQ3/P0Q9IEfybYTLtlk4NjBS6mn7j47L9yZ+68b5K3DyoBJERQybTeOtWDKqVuHlQCaK7TQypjBwymUwmk8lkMplMJpPJZNrDGg9yyIvZsyeZsrBPPA3evU/IoW//jufw3GPvAgC88PUXAQCf/uJLAIA//Jps2+eF8Jg4sMAy1ciY5I4aG/sQBQ2o1Tg5J1W0sSLmw5foizC/T2Y5n/n2JwEAoxnxN6p+/VUAwM9+9J/i5TWJ9P6V//HnAACrpDEIsyAixVKNZJa12RAPm4heQyk9i/rdGFtbQgTpJGoUyz5RjabVxJLWVoVs6pNe2dwSn6AhzZU7wx4uXRBPh14qVEjI2fFKKP43dRpmZzxmoiV+S1X645TOy6mHp18R6Gfjwu0u0qm2sZpdOxqRlubIETxpGb0PubY96S01qs5Zhs9pLk0SRk1Qoxhw6oKs5tXcJyR5w26EImBDqv+Sp5cTz10EwNqqtN3pVWmvjTNy73Ne6yP7xX9ndkaooCHpqEvLQrAtLUm/W1m+hAskhaYnpf/OtmYAAO22zKR36fNUiYW+qdEEHIyOT9lpUu9Lk+oKPZFCtrnzJImUpJJLQs72TXlgxnswGg3Lvjhim7YHUp8WfZUeO/5+AMDCotz70+dOAgBWl4UIaLRIDOQJkoDeT/TUUnP03l6lKkwPlpy7TMLwue+UttPXfFZ67dN87nr6pulzGL7YGzSRPpPp2xesy3Nh6g0hg9KG/J38rzZ+BADwM+/wHIq4/6A8thio19DtEYc+S/EdP/ETAIBq9qXbKsNkUn10IFjLT+Pz97km46lPf/zqBtRKEKmuRxLtJHDGlSS6JilE/fI/2f76o1+8e3UxmUw3LyWIVNcjiXYSOONKEl2LFFL9/M//PADg7d8VkvroD//ErpzXyCGTyWQymUwmk8lkMplMpj2ssSGHfFbgQCCEQnWCUeADmYHsvPUm2t/2HwIAtuLXAADfXBfCY0DPn2qNx1SFfkjV6EWTVvxlrxtP8qTgrG+fHjYHY6ZeTQpFU1uUmc+lOZkhPf/iN+VzpqqtflsLnX8t9ej06HdQFxrDdxiNrtANo8mzUOq11pWtZ0pWtzfEelt8btTHBvTniTW2nNfS6wv5od5DOdGQqRb9HLIco1Q+m2nyWmp6bWwf0kavdznLG0h9ooL1V+onCsDbAh1LLApGtpPI8Zp2pcTQjuh47zLk9NUpeF9S0Pcn3x57H/HiIzaczup7NWnyHgHodaQEE2mZItd0NCZ5afoX98uIpq115JrfevttbG0IfVVhdzlw8BAAYG5S7nlMnw0lmKZYz30NocgOL8q9uLS+hY1N+e/NvvhprAyFFJquyzHdNW7Zr9UDKIT6UJEScgE80/aqFfksZl9oD9nPchI87Ne5+iuN5P0et8O0QM4I+w77xHQodf/QByXmsTeQMk6+8hUAQKMq/WiOnl+dVOpZrUVYgBzb5fk3+9KP3rok1JTJNJa6IoY9qMlz3fF56ZvyXS9aTGNkamSg6Y9t+d4EHfl++zbpl/5gb0Sya7ohve38Rfmbl9A36NDr14qyl2frlVH2+W5F2XuP6v9rU/amW5MSQqbr61qk0I10OyTRuBBE1yKGdpJC7/j8A0YPmUzjqNshicaFILoWMaSk0LX09u/+5q7QQ0YOmUwmk8lkMplMJpPJZDLtYY0FOeTCEHFrCscTmcFdTYRKmKoLufDyykV87d98CgDwymf/EgDwBj1f+kwDS0jsjEiiZJyZzNXSgN4GYeguz4Tyvagi1AXtW5DTdqe3KbPNX/vM5wAAa0tCR9CyCL/yn/wMNldJDiXSlHlPz0vyg4VW+R+eHj8Bk8fiCme0qwUSetAkAZPCWD+Gf8ElMiM7MyHpacmSpEk1SDo9sn8WADA3PYsGiZMoIVFCjyNFmRxpJNSFjAmHrHczvNxOAHxewKcyhpjTzacoSBWRFCoJHnanMvyHVEvaGyH3ck89vYUy3oMKvX1itp8jheTotVOQPuJLeA/40n9H08qY8uWUNmJ9eY6VvsxWX3xbRoTPr4hn0wxiHF4Qj6qFBfEJCqHXKmVpIFqAfFu9Hevdqkj7NfbPo1iUfTY3hBg6w/uzPiRRpGTaivSjzU3ZL2U7RhXWPwAcr0k9mcB2KX1QoN5NbCf2lW7Kvp3pbH+KXl/u7bF9jwIA3vPepwEA/UKon7MnhcZbmJV+FPB72B9Ju8Xsl4uTdVQK+U4+fkT8lFJSRelXvgEAeBVvwmQaG11BDAFA0GwAc9LPB4dlu3VU+ndvkYRhXb47UU9e1y8KGTPxtjzDKmfk+xusrKOgj9heIog0FSzfIMW4Kc8R9XJ653HqEfcQt43p3usvrv/xR0EkZXD3q/Iw6HZpoetpJ0kEvJMmut8E0e0SQ6qP/vYVL5644+qYHlC9+HdfvO7nOykW073X1e7BTprofhNEt0sMqcbCc8g59984515yzr3onPs/nXNV59wx59wXnHOvO+d+zzmX7EpNTSaT6RqyZ5HJZBoX2fPIZDKNg+xZZDKZblW3TQ455w4C+C8BPOW97zvn/i8APwTg3wfwP3vv/4Vz7uMAfhzAr1+vrCSOcGT/LMI1mX2dplfL3Lw8r15JPba+JKlgy6Q/IiZVDXoyG9koL4XJMmp7w5ljhVuqQYiAVMZAaZS20A+rAzn/Jv1awoGQMsOCxEx82bcIAF478xpGnRHrI4V5esMsVIW+ePpRoTX2zwtpUanJNVVIK9U5o+18iDCh50yVtIx60JDU0dnpYij1eQGy3wESH48u7GODFghJCoVM4GG+DjwTvVISL3USPUUqVIumdIW85jzzyLycl7Y2CBWn0eSsUL2IOPOu6T55n6+BgpRPyHZKmPoV6Yw+66XWUAHJJq2vJpQ5OHhSPb40ZyLN4+T1ypaQQRcuygz/8qVzUmZF2unJfdJOE3OTiDXui/SOni9k25YeSUONkCPBk+t9p19QFCLkNS3MC8HVmBJPkzMX2WeXJQ0vnpvntcqxG/R/6ufS5lUfokLyK9WUt1DOV41JoOWyVepIE5TUR6vXpZ+RD/Ge558BABw9dJjtcUrOS5+gI7NTUq9p6RMX15hwl0gfmqsJLXRk3wJma7Lv408flfYg8bU5kvN95jNfxr3Wbj6LTA+ZNJlMCcpmA8OD0odXn5H+vvVe6bsfeZcQdE83LwAAXursBwD8xasnAADpV2X/uUKOrwxGpcfX5QQzfdLuIekf27147VeRPY9urJ/59uk7L+Tbr/528Iu/dNtFfgwfBLA3UsvuBil0M1Ka6H4SRNdLJLstYkj1yo7X95kksmfRzemFwbW9aG5aV6HkTOMvpYnuJ0F0vUSye00Mqe7UcygCUHPyq7wO4AKAvw7g9/n5bwH4vjs8h8lkMt1I9iwymUzjInsemUymcZA9i0wm0y3ptskh7/0559yvADgNoA/g3wL4CoAN7xkLBZwFcPBGZSWxw5HFKjZIfDw1Rz+TEVOWmi3k6/R0IF2REDGpOJkRbtG7JwhldjdnUgqYcpWoH4IDRiRPCn2PyWLDCTlfhQlVQUYihvXMtLUIm0SjECHLz7kvAtkenRQPm+eelVnnhWZDymJyFEj0RKSFXBCWfjeBeiKRRFH6Sc2HUlIayQY9bHpM02EqVgCUdE2hRI6SMHwd87yxplppQhwJnRFngYsACPx2msbrmCJvc57KvRmSrslp9BQUJI4qFcSkjSKSVSUJFOp94ftKynAbclI6v+L9uJB9M37Y7kp60Onz4v+0tSzkS8xUuceOvAsA0KprW2syWoBAT6D10HbiNWXqNcR2q7KeoBdQHvA6shw5aauY19YglfTYghAIzZrMlp5aOS/HOlJbvN9b9C/JsxzanZTSiljnWiT3PKkw+YwUWTsXX6ONDUkQmqZv0Lufex/mD8n36eSLkka23pPvxhOHhGrzDbmmSz05doJUW4PJf/N1Kevg/AJOvEuIoX2kowi14QPvewb3S7v5LDI9XHKacsjvj6/ESJukTqUL4/hheW789L4/AQB8kOTm5xsyDXyhJwl9Z94W8k6PTypxWa6eR+11TNeQpocyPdMxOc735W9YQX+4B9mfyJ5H79TP/NwukEKmO9L9IoWupRsRRKrdJInuGjF0Le0kie6x7Fl0dZn/j2mnbkQQqXaTJBpHYkh12+SQc24awN8CcAzAAQANAN9zC8f/hHPuy865Lw+5nMtkMpluVbv5LEoxvEu1NJlMe0F38jy68lm0PDAnZZPJdPvazX8b3aUqmkymMdSdpJV9F4C3vPfLAOCc+xSADwOYcs5FHJU+BODc1Q723v8mgN8EgIWFGT9VW8DkoswiLswLqXD2zBkAwFolAS5tAADihL42Q9IpShLRF6XBGck2k5ZyUiYxPWzSPENeBj4xwcxJGSNN8NJZYFIhnYH8YBwx0YtFwmUOIYmSoiDlk8s+YUv8WmoVzpCqHwNpoJAzzgFTqAKUMFE5uxqpAU+h8V/03yHpMcX3tzQBjMclRVAiHYRYEAVy3owkSnUkH6SNOk+hFBATaJxSSBmCuLKtGppQBfpsDEYc3GM9NG0tJL2SBEUZN+a0XjosyWOCMlWI7yvJk+bcnxSXy7HRlbpeWpYR3LOrQpzV+7LPvsOCBOxriedPVCPqxRs/KlimC8rzp5xDcUxk86SlXKxpb+x3mRJZJIZSTTVzcBxrVd8iz34U85qOxGwPL55HkXo1aduwb/e3NjEkDQb6XMU1Ic88+2gUsROPZNvtCvVzaEJGop8nyZMiwtm3ZfqqTtro0SPyWb1Fj6H1FQBAhdTU3ITUc35WylqYlu/W0YOHMD8rFEVGr6Ma6/f+Y4/gPmrXnkUTbubBRRbGVUo+3gcaxPO57Pg9d8MUcYfeXqvyXXrjjCQWfqz+1wAAf7bDc0g/nxDLsPJ4N0zL9EU9j+n6CpryTO5811MAgIsflGfS4uelHZt/9DIAoGi370Ptdk23/Ty68ln0/vl561Sm29a4kULX0rUIItVueBHtBjH0gGrX/m3knLPnkemh17UIItVueBHtBjF0t3UnnkOnAXzQOVd3zjkA3wngZQB/AuAHuc9/CuD/ubMqmkwm03VlzyKTyTQusueRyWQaB9mzyGQy3bLuxHPoC8653wfwVQAZgK9BRpj/FYB/4Zz7H/jeP7tRWaNRhvPn17HAWcVLEFLhkSe+DQDwoZlpXOp+EwCwPJDP2i/JQPfICWERkWCoJhzcnhDSImGilXrbeBdjRJ+Wlb7QSNOJEEtrJIU2e0Ki5JzpHm6SLMqFmIk09XEIZPQQikh/xLGUsUZkJ+S5CiZTOdYndNupEgdXmht5rSsTsRxpH09/pZCePmFMaoRlRPTJ8VFYDvspc+RL5yQSRGpjRF+Z2pbM1OYz4k+j/kd5CBSknjxpLfU8KgknFh3GCa8pZvuRRgpCJDRqUjJIfYvUgynXa1CPEJI76gu12RNPnbX1Li5dXJZ9+dmRaanz9KOsOymfWH2oSB3lnPiIM/UL8shTTbfLWKa0R0Boy7N+TtPA2MYukR0amoIEh6z0RSJ1xGvJUn1fzjs3S4IoEYKoxbY4H0pZS406VtekD25tCtWT94pt9dyKSBkty34HF8Xb6n3veQ4AsN6T78cbL76OI4uSjjZ58BGpM9tnwP5cIR0V8R7NTYs/xGMHDwEADh0R/6yp6RZyJtd5EkthSN+r+vYkv3up3XwW7Wmx07swvJy+VdxZApWLEwQT8lwvtsQbzCudeC9EOtSTbvSdLpJz8tyfDaSfx215bn3lVSHqvlB/GgAQ9eR7MntR+vrE2/R64/G+0y3LNbOhm1Mw0QIAnPsuef3m90tAzqNNmdp/8ovy+YNMDtnz6J36lV+UZEzzHrp7elBIoWvpN3akPV3Ni+hm6aHrkUKqWyWGbslraExkz6KrS6kQ8x4yXUs7+8bVvIhulh66HimkulVi6G55DanuZFkZvPc/D2DnFb0J4AN3Uq7JZDLdiuxZZDKZxkX2PDKZTOMgexaZTKZb1R0NDu2WijRF9/x5fCXdAgBMHhHj/IlHJWXqtYsn0Y5ktjmYkSrvf+8jAICDqRATEVGYKJLZXd8UGkPpmpEjJVFtYIIJXV8/K7PimsJV04QvetoQqEBlTma7RvQTGgzFzyiZT1BjOtrUjOyThnJsRVPMaHDrSFgoGVOSKerD4Qsg0mQxUemNtCP9y5F8yeipUz2/Jq/pieSCuPQY0jus3kNhynqxAhMsu0fPjJyUTZg7XjNQkBbJ0wGrKvskkRBXUVXrLSfTBKtE09bCsKRo1HtJ09NcqF2QZI6X172ukEIX1qVPrF9a4wUAiy0hhCZmhMCp1GTmv0xiq9GnJ+O9p7+SpolpAwcokLMtA9I0QaSsFfsCya8okDaokDLLiUulvMaKixDzmLTYnt7muU9E06YRfUommlJW2JQEsMoluY783BLiSRJTpHkSlt1j3+utyjmeOP4YAODJdwkxdGHlJADg7GkZ0T5y7CD2L4hPUH/Aa6zTE4p0SC0h8aV9IpJ+NcP2nZqWvhtHKI2nwkqDbUqPLa/tZnrQFLSE1hh+6+MAgLWnKph5mc/LL0h/ul2SI9w3j41vk5Svqb8UD7ns7FXtDe6O+Hz1Gf3iOl0E7PdV+npVztF3rSXfx4IUakCqMGjLfq4jzyTfFgKq6A/Kch/kdK17qYKE6sE/ktcnOn9PXtNzSD83mUw31oNOC11PV/MiupH/0I2IodvxF3oQiSGTybS7upoX0Y38h25EDN2Ov9DdJoZUYzE4lEQxDs3tw9xwCgBwbFbw/gX+u/tzb55HeFF+JLchgwVDGih7muzGkQzSVLhOqxLID+IqBx/iivzD/9mDT6G6T/6x/9nXxXi0y+UOx545AADY96yc/7nj8qPmsy+9DQDYfEV+KH34yBMAgHSuhcZRWXrjM6nP2QunpZ6rsvRpwCViM/xx751GHuuABQ1TEZVLmAIOlAS6zMxdXhwGAAXvWjOUa1KD6C6XdU0FRbksS9eVqeGzRqQ7zzh3nmPA5WWOdch0mUSelfHyIQ2VQw6glP50aq6tZtu85pDG1Ah8udQq0Kh4HYzikrlRVwbszqxKzPtgS36IZRycmZ+VwbdWtYWkKeVGWqaaWbPBfKrLAOX0OiYU0vHbOzWk9nDsP4k6ZOtgmi43C3TwR/qf16VjNAsPOaBSJAE86+oLt33LpWBpaVQt58i93LcaHc41fr4ZJTjflXjtrCb9erElyylHy1LGcwelfx99Uvrqq6+/CABYWzor7z8qP/Tnm1UMeP2zNJbWgS705Fomm/K9m2zIgM/+KRl8m5uV14GOUoYeMZe+gYN8Raj33gaHHjjp92afLBt864fl7be++2M49ukfBwA8eUo+Q0eekTc9CMKye0/vx/zffwsAsLkpz9Pk3PlbK2s3dMUgUd7h95/x6W5dlx7L9zDSZ7QeUy4pzba9hi9sUOgWVbAfNT/9AgDgxGevEWWvfVOf2WWbW3ub9q4e5sGga0kHiX78pz6MCJ8DcHPLxq6UDQqZTKbd0JXLzXSg6GaWjV2pcR4UUt2JIbXJZDKZTCaTyWQymUwmk+kB11iQQy4A4kqIw++VJWKPzx8HANQTMeM9MfMMpjZlhnFzJDOMeVfohzSVmcaUS4f6PXk9JO6f50KgLK3IUgZXaeP4IVlqO0Uq5FJdCI7zby8BAJZXhNrwC9I8g1OCjMWMD//+H/gQAOBiUeD8Gdl3/jGJT2/GMjv+Z0tCGw0ZexwIFII0o8l0aVCtEe9FSdcg1Bj1nebMSq3I2y3SRxeaNEXWiPawgoKfaVS7zrx6mkVHasqsFM4mZ9GH0hY5DbajICxJF53NDR1nc/2OGPpAl2BVttcXQEBSKGVZS5xBvnBR2rzd6wIA6l7qNzspZMz0ftlWGtJeQRQjzLZTWIFSWHqNulJPDbPZ1lEiJ09JwhSjFLr6rkhImPGa+mzLy8vNpJ1GpIBC0l1JJG2RA8jZUBloxK3x2boMj+evNur8XE6+0ZO22NwU0850lGJjU4ymu2vSf2PGyj92VJZaPvq09LO3L0i/PnXuFADgiUePAAAW9wv9g3yEOJfzdgayZCOk0flkTYihuRkxrJ6YElJokcsoaySZtF0dChQkpZJyXFlep2bI++BJyZglec4e+13pM+/+2k/jGJeV6We3TGyQxOvti/EnJz4NAPjWfbKEqKT0/J2ZXd+WvC/P6/kdL5eGme6+2I8KBgxAtyr9G8Oljm5SaEe/KcRwrssbjSAy7QHtRVJoN2XEkMlkGhc9CMSQysghk8lkMplMJpPJZDKZTKY9rLEgh8IoxuTsPHL6DlxYfhMAEMRCOLT8JGoNIUqCBn1sWjrbyxlGRsQHpGzyXIiGjFTGl0+JJ8ulToEnzpKcmAp4Pjl2ayT0SkYaovnn4pXRrMn+K6nU4RsbPH6mgq99/RQA4MNHZNZ9ZkHiyZfXZIbT92TfVGerS88fpV44ex94eH6o0I/Tz0oCh4QOr9w36PeyLm0QdoSa8s1qWT4BF4Q6Y6vR1KGcRL2a4g0hePoLpEaUtglcWS/FbAL6zGhRWj+4RN+Qz7l/CIcNEl8rJGLePCn3OKmJ+fGRlpx3aj8JLBI5ID0VBbz/ziFn3fNs++xxwD7g2EJhoFsaZYekgUgnxbUYeekhJJ/lNOhWoqvCeqhfkfrvqAFzwdd5ViDjfwds63pF2taVvldy3u5QZss3VxlXvyLEUBwJuVOrNdAdSP9ub8g9PXhCKJ8JGq1/6Wtfl/PSHHf/gpBFCc2lNznDnuYpUpIRoZN67KN/UY3+QRMteg3Ns+3r8n6hVkPaRqMCo5zkVExfqUTaK7oPEIhpd6Rm0/EfS59a/LPLUfbF7UbZkySrL6X4vte+u/zvKz8bW5GpcQANAAAgAElEQVRsUhP9ne9v045r8fql2XmNRrrclBzJ1vwJMelfebf8fZj7ujzn3NdeBQD4dHQfamd6EFT83M8CAIJf/KX7XJNbl5FCl/XjP/Xhe3o+I4ZMJtO46H4RQyojh0wmk8lkMplMJpPJZDKZ9rDGghzycCiiGKBv0Ok1SfzyTIiaOXAYoNdLUHDGkBPa6ncTYDtlEzDCflCX41wiaVxJL0RYCKnRmRJPleqyzErGs7LPTJUkjieJMyNERfv1UwCA3/+3kphw7EALL5+V5J3eZ6Qpp6elzCF9edJCKJHczbP+AV/Tr0dnp4MEjtfmmV4Fjb3nGB5Tw5Ezqa2vJNGWECjr00KNVFMgZOpYUY3YLiSrWEgeyr4NnvMS/XAyp55ELLsWIOaMuc6FF0wFC5VwYjdSD4+MxNBoIL4lF7Y2sbUknhH9kbT18YPimbMwJTPD1Zp4Sjl6/IQkYNyO+HmfZ3DaPKVhkGziiqaYST26Q7m2iGXGSlNxFj+KA7hA9h30GXWt1JFG2pOa0sS2BumfESPAipH6HGVI6FuUJHJNPtF9hUg7v7Ih7bMhFFXIZL19B8QnKCBt8Ooba+iuS785dlQ+e/SJJwEAX/ncnwIA3jgr7fnc8xJlP7co3kxLXWnfZFXOGYQJEpJeTV5TlSlySrnNLApJ1EzctnpFeh+ZupYNCsRs/BHJkrAn7Za5sXiUmO5ExXYvnjuS0nMvXcDyrx0DAEy9xCj7+03RaLLeTkKIdKCLSCDye6Dvg35b26RtpX5nmmjG9Mry/Z1E0f1ugzFVwL8D5z8of4O/5Ye/AQD40u8+DwA48Ip8nhs5ZHoIZKTQZd2IFNKkslvRR/9b2V7Pe8iIIZPJdKu6MtL+ZvULv/ALAK7vPXS/iSGVkUMmk8lkMplMJpPJZDKZTHtYYzHdHzigEkfISYnknHVN6WsSpwHCSAkFEi2alBUp1SJb9eWJSIlknB2uZUL0JFkbm1NSfuOs+Ny4QBJ5ipb4Bj01J7RGj+lOr7+1CgAYDKRMXwgRsjkCNttCaHzmM18AACw+dkjOx1iupb58fojeQwXpDU9/mk0v72eBQ04yaDiU/xjRpyflbHQ3FRIn5WR1uytk0+bZU9IWi3MAgMNFAV9SR2xjRW/Uy4ftFFekHYdM0IpJ+7gZxqvBIy8nuUllsVSlnobQ+sl2+QITyOghlRQOM3NCtszXhRgCSaUK77H68uhMvPaBgNSKj+mRhACOM/mRpi3V2SdS2Y5YX6VcIpap74ee7+eXfYsiJnr5cHvCWcBzFfTaGfSlfYb0BIpj+bxaqwIkDka8p5sXlgEAHSbWRbyWuRnpd1GVaWDswxvrsv+pM+ewMClUz7vf9x4AwOmXXgYAnF9aAwA8/aTQGE8fEqotjJTekj6x2uV9rMaoR/LfVfpLTTEJaGZetq2GvK+3Wek7TV1TyqFSDcrUtoKJZ3mmFAb3NZmuUL60jMnPSJ/Mtzr3uTYAnCufHyUhREoRSi9y62v8XpAWLBKmNJLEc3mBgOSg4zM74PPB89kHbv2IVCifa+rpZATRDpHW6h6UdvnfDwstcOLgc9s+N5keVBktJLqXnkI3QxCZTCbTvdDNEET3W0YOmUwmk8lkMplMJpPJZDLtYY3HNJxzCFwEn8msa510TS+mh4z3KGgsU6hPRMQZVyZRofTuIfVQaBqYzPouzAlhMdzoY5MU0SL9WVYOiNfQIJSZ4kl6x1RqQniEZy5IfZgMdXZVkrbOd+pY2RIyaNPLDHFjQ/x/6lWZIX7htVMAgNVLQnyMSDylnDlOB/o6RZ80xlZXyiroa5Nxn37a33as+io15yXJ6sSK+NDkh2cRhjL7HZD+8E7JKs6WEwcqmKhVGfFz0j8BfWmKIkPIts/Ve4htu56JL87KslzzpeWLUp9EiJSFKaGFpqamIHfhst2Hkk2ahOY0qQ16/2Qmvsb76+n34VxUeg2pP1E+lH6jk/GO5EvI+8iJfoSc5dfJZxcCIDFUSaS9NJVsRN+ioi/3ZKgeO6x3UpE+o8DTIB9ic03af9Bvs+6SAjbVkn1rVZ6D9E2uNAEJp7PnpZ+trPbx7zz1tJyfVNQ3X3sdAHBo3wIA4LmnTgAAZljfSlPOMVkXv6OvnJE+eubSBcwlUo9WS8iyjbrcz2X6P00N5Zi4Kd8LD/pSZUwiI2w2cDmiwRbbS/YtYk0H1PRAk+myfDpCvrbOF/eRklHiNIpLLyElhFxL+n8xKd+T0Qz/HszIU2s4QT82fhcJHsLlQNQjVbcl35XqGonCNXlWB5vy9wH826EkEUpvIk1wM4IIQNkujXPS1v/5mQ9ve62fm0yqX/nF9au+/9E7KPNj+CAA4Kfx+TsoRWSkkOhep49dTUoQAQDefd+qYXqIdS0vGv/xj93jmpjGXUoQAcAnTp67jzV5p4wcMplMJpPJZDKZTCaTyWTawxoPcggOhQsxSaLCzwpxEmzJzG0SjdAmUaJUSKGgkJagM686AcvPa/R1cRPyxtl2iMY6k8SmhHjppjJjXGvL7O/ICSUyVRPa6Og+8SI62xH6JxtJWWm3ix79ZZJECJzuSKiRiysyQzxcl+0LacrqMemrJjUPNZmsiKCxW54JWmB7VByTu4hw1EmL1CZIoHhpp+6mXE+/iNEKOTMdbE/bCuh5kbOssJAu0MiFvmk3hPppMlQnDIAikPLbbSGFltakHTbXJX0rIOF1dO4AAGByWu5fhX48AYoy9StXCqnEfFgvRp853rhEySLe4Jgz/95dvhY4adMokvopRDbktWiSXUjiqV5lO2qbFCkSUgQpCaGMNE+WDli20AWNZpMNIu3X6dPvqSNtMtzoI4rp6TMjyXQJvXzCQtPdSNnwWiukupaHcq5vnBQ6aHHfAczPCg326RdflLpPSj9+39PiNTRJP5QK20K9j6IhU/p4HcvLy+jUpfweabtuX2Zah6TegkekvQ4cexQA0ArpecW2H5B6WF3exJHZRXlzVq6hw+tXHxaT6R0aB2JIfYbi6DIxNCHPunxO0vp6JEg7B2TfrjzOMNon39PKFD3UEnk9GkUYbkhZyRKfo+fle9k8L6/r3IaKTJYiQUSS1Oe50UMACpJV+z4vf0e/OhCvoX1fb2/73PRg6lqUz8MkI4UuazdoodtJKbuW/sF/Lf/G+dX/5U3g6zs+NJJoz+l2EqdMe1u72WeUFvqxxw/ixx4/eNXP7pfsF53JZDKZTCaTyWQymUwm0x7WWJBDDkDVAbMzQnZ0W+L1010Xf5Ms8QhIxxSFUA4EUKCIkPrgBCVhxJliT8+anlAS/W6OA6nMQq4ykSt+kwkzTkiYDkmPafVRaUi9qrUaz8hZ4CiAb5PiYepWZ8hkHiaLzS4IRRNX5Fw1lt2oy4xzEchMaB4nqNLziFZCJWESVEiFVOSYVkbyaUJ2PPWmpFytODlnXBSlBVPp7QMlcejdpMQJvXXQkvqnHaaFOaFFBtWo9BJauSRkUswyD89JotbEBJPNKkwxyzXBirP2LkBBj6OcKXKBgl70DSp4TREJGKinFO+B5ww7HICCnkKaOsbks9QrkUNPEX5eFEy9i7UtOPOfZhj15L+LnP46pKRqDblvOasz7EifWe9Iu4w4g+1Yl9b0FOr1Bq+BXyuvbanpSPK25sWFgdzvCxtCYiWbUpep9x/El06+CgBYO30WAPDhDz4PADiwIL5BBe9nnUlKOdvtQl++M2cuXJL9hkCaMcFsJKl76RZ9lBjfttmWa/tWElhH5oSU2yLR5DLZvzYxhaQhfXBAn6eMKU0FjHowjaFIDZbbMISj91dBL7DhrLzuLsp3qC1wHiqPyXfpOw+/AQD48MRrAID5UN5fzifwuS3x/vrsmeNybEUoJEciNBxK2VVNMxvxecbt5fr58nnxzmtw2/YtPZOUptTURvXj8cUDSyGpB1P4ytsAgMUL0p5+k356mXmbmcZLRgpd1jj4Ct2MlCACSBEBl0kiI4hMJtM91JWUkBJEur1fBJGRQyaTyWQymUwmk8lkMplMe1hjQQ4FABLnEDdIQdBWIAjp/+IcXMr0qOLKo4Bi5wwp/WRK0ITkyWjI1Bg/RLshJIXvCYUx42Rkbo3nD0lU5BNyziQWb4rJihBEG0wV80GAVp2+OonM4sZDoUEW37tftnU5R8aksQGplTopoXxAiiPLkJLqCRiB1SLFUtd0K501jemBMS3kTiOWdfzdPgmoQRdZVTxyQhI7Eb19+iRdPEkZ9eLwTmbRt85KYtZgSmZs+9kAri/nmyZRsn9SaSipn9PZb/UzUook04Q5IKAnTYWz3bneJxIwQbSDHEp1hljaolBPm1EGcB8fsQ9omdn2ZLYwlvqpb5G2XzYiOZRliHIm0zXUm0ReD9gHti7Qx6kv28DLfatPix9VvRKV7chANWQ8j/pgafuUPlncrzeQPnH63HkAwNGFowCAlRh46RWhFZ46JsYnJ44ckmP5PYjpnxQz2a9LkudlkkYbTK4LXVgm/Hl+efpd8Qm6eFb6Xr8nNFTG9mw/LjTEUfaBg3PioZSHMbYG8j1KEjl/nf4tMM8h0zgr0O93cPlvBJ8jeVU+0zSybEKeD8enhCT9YEu8wP69+mkAwEIohOCl/HRJQr45Jc+DVycaLCvaVraeS8/t+H1RshNXg4aUvOR3LWCqGvi9RMLnr1JIG/KdL9odeHqOPXAEEeubk2Z0PXqaqUfdg3Y9podSRguJ7iYpdDe8hq73mRFEJpPpWrobXkPX++x+E0T2i85kMplMJpPJZDKZTCaTaQ9rLMgh58THJiMV0WfSV0HEIkQC79VriKQGKYiCM4olvUJ/F09TG/UwKCDEwzAfYHUo+xzsMoVrSsqKc3oQFTJznNEdpuboURGTvGAiVNHrIyLxUsvot5PIPpOTQgw1aDSzNiSpM5T69rDJ6kodKkkFdU3X4qxynV5HtZrMRiNVDxvSQJ5JOYQ3Rm25xvUsxaJSOySF+jGbR71+eI2dVGZmN1ZllvzM+hIAYD8LXWw0MH2QlEykHj5MHAtZGGepHbbTQGE5WR6Us+CZzobT/yfQ+8jZ74z3M6CHU5ksxoq7ICr9dhxn7ZWMcSStkoQ+UyxLk9E8208n6xv1OvQr0EuFnumty7a9KduIhFerKbP1Me+FS7T+UhbyAqNM+mhBVClk3dVjSP2Jsqa8c+aCkAgbbbkXTx0+AgB4Zekc4qaQXM8+LjRRg+3l2M8qvBe+kGs6dUHoo2+evcg24TmDHAzUu9xOrNCI/XhtRfrNi0PxVBlsyqz96Nln5NwzQowVWQdhJsdU6uxQSnx5vUqTaQx1BTGpfzuURg0HfJ72uN2Svnx2QxIDP996TPbjM+iy59ARfL792LZ99VgtS8vWcyn6quSm1utqcvQAC6el7PS40KhrT9IraUa+5JU1KWPmmyQ637iAfFVoUp+OrtMoYyz1USINajLdTxkpJHpQPIVuR0YQmUymcdH9JojGY3AIQBx6bDEqfXlNjHOzSf4A7mTg6pnLy8hyNVbWyHZi/DQfjnSAgr/eB4yHX01T1C5KGfV98o/8iymXFi1x3waNgWlmXWG0vUvkH+UVDjz1ihwBB0RadJFe4z/24zVG3O/nkjCOSCRVNbVOWG8ONAUBQg4j6OBQOpLzDoYycOP5i7/gmrkwkB/1PV2aNZJlSudXu4jBeHcOVAwy+cE/pFG256BHf40DAU7KfPbEEwCAWS5dqFcr0OENjWMOAl3iJddY6PAH20DNpkMF04KidHZO+KHTSHv9caRmrOXACgcfuJ+aS/sYKDjw5VmfiO0VhwnbR8rSwUbF49QoOndSdjoaYKMrfWCwIX2PvthoNcUUXc2uXaQDlduXNxa8Rzn85XagcvbRnG2b8P51Mzn/hbekn8/OyvLAjYHU5c2XXsGJR2QZ2f5FGZjR5Yf1WO5bSCPvpYEMqr38mixD6w3Z77hfUaSlEfawkM9yDlDGHJhMcmk3XfL38tuytPDsmgxgLp+Rh9G7n38eBw/IEjP9gb2+KQO5TZq1m0xjJV1f7HX5Vg4/kD4btDkwvyrbRkX6sOekRHcoz8B/vfIsAOCPp2S55fWi7FsyRovGxZxl67m4lJnnRrlMqti+Ba5YTsYQhgV5Fi2/RyYv3N+Q58Z/dPibAIB/c+ZJ+bwqg/iL7Wm4tgxu6+SILccy7TX9Mn4SAPBR/MYtH3v843Lsp3e1Rg+e7sdg0L1aTnazx5SDRSobLDLdhnRZkv/4x+5zTUy3onu1nOxmj7lXkfe2rMxkMplMJpPJZDKZTCaTaQ9rLMihYZbh7ZVLWNuSGdGlVSEWchI+zeo6ZvYR2yft0BsJ8ZKRqPA0Fk5okhwoFcHlSZskZrKigvpI/ntzimNjp1i2k2nfvhfjz4hLeIoKqR/SPlEs52w2A7gRo+hJcoRcqjYsZOZ2rZDZ6AHjw3tqOq0TxZ5R6v6ykbNGr7tU6RrGHxOmiTmmF9dIkaRy7k5PruvUN19Hd78sMYgask+NJqrVEUmcmlBHLZpMH2UMe0zz08v+wr5cJlZCPqyni6TNw7Ib0YgZuhRMl3/p/wGBvgeNYZYjC5ahMfNFTiooUvqIS8MQIKLRtFZRjZY96QBdPhbTXFrprH7KvrC6DAAYpClcJvtWm1xSqMQNUTW9Mu8UFZJNTqPvkqZCUC63KyfpeQ2O509IVp3ucgkb+3nzqQ8AAP7qs5+VOniH97zrESmfhFeQyTFhRaiGEW/Gi2dkadpZRtdHpKJ0xZ/PgJxLCAsuTcvYB0Zs60j81hHFpNr60ibdnixN+SKXkg2TBB9kwfNN+Y70SGnVwmvEcJtM91O6PElJnTQDMNi2S8h9GjSqT7bke1C/xGf5hDwFsrp8UXQFZS0HWlw+VtmS71R1TZ6B8ZqQQsGmPGe9kjx9ObfGzl/PaFnDAjI+w3v7ZJ8fO/ZVAMA/nJVloJORnOsT+74LAJA3KohCW+ZpMu2UEkGma+thWDp2O8TQjcqy5WYmk+l2tJt0z71abmbkkMlkMplMJpPJZDKZTCbTHtZYkENpmuL8xSUM6bkyov9C1ueMbjLE2roY7eYCW4DQCrY421soHcHhLk+aplrRaV7ZTlZqqB/ljGwm/ilTfSEkViYZXZ9pPDnNMEkQJZokT3wkqAQY8TxDkhwVzgSvFzJjjA0hcnqMCx8V6g6s43IkeRCUs8dFacJMo+xCCRx5Pw/l/SgTyqea8JykcRpTdRzfL+bGSUR/olqdr+XalKqJ6E6sJsW5+nqTkAkKoNBoeo1i1yhofwUZJKXJucqy/OXPlZTizrl69+i16g70+1A6qTypmikXDgFNmEvqiJ8FvKaAFejTILq3JbP1W1tyD6C0UL2BuCltqIbmQXmNvBektzR+Xmvl1Vya+0dFiDRX81T1hGLb0q8INCt/7S3pyzHvSd4SMmB5aQUA8OzTx3BkWsicId2kK4k6ist2hfTTa+fOs5XkHFVtP1JMI+eQ680tlExjP6dPl+NFF4HUv1kX6izlflsb8qV74a9eQk6K6PHjhwEAjy2KH0pOvyeTaSxVGhynl/191DiMFI8j1VPZpI/QRfleetKoRcLvFrFKlxcI6DnmhqQm+/R0U0JIt/RnU4Plm4lm133CrpRZX5K/Jb/31nsBAJuZEE7qOVRfcuX+Zfkm0x6X0ULX17iQQrvpNXQ3ZASRybR3tJteQ3dDd5sgMnLIZDKZTCaTyWQymUwmk2kPayzIoclWA9/z174Ffc52bpDw2OzItlGvorcun13svwUASCZkVre+JrO/Q0bda7y5p9dQnsqM7oDURK1IsdmR2dvDA6EdBrNCRnRSmTFucJZ3RB+ViORONVBiR8pK/QgpKRQ/4nmZFjVqCxVyuCn1aNcZA9+VeoOURu51fC5AwFgpRz+bkR/wPDyfgkxyqYidXFvR3O7nU281MT0j9IdSPCGvIdfXkZ6LqW88R6jtp/vDwXOmXT2EQoV8NF4+UoMb0jesv9cEMofSqEN9edRzSJPGlNzJlAbisXnBWXudRU8LOEbVO/oRuVjKHg6lvTY6sh2tii9VTv+gWk08QwL1EwoBR68ogmdlqFFUbKeltH20P3leq/oJjfLLKWpq+FOlx09YlX427Iin1pkLawCAbzm4AAB4dUOSxuoNKfPJ44+gyooUimUxaa1Hj6rX3pLvweqK9N1aTAKqrBfT1aIcIF0XFNvJtBqjsiM+Bkbsy4OBfO+aMb23qtKX1zcG+PJfvQQAaK8L5Tc8JqPVM4vS30ymsZb3JVWj9J/TuPQh/4Z0hPp0sRKk/C4FV/HxIV2n6WOFeglpmTvOdTmd7DrpYUo5jeRZE14SsnX+a/L3aW0gPnH/cuYjAK6MspfExeDSOvKRpZTtBf3qr93a/v/g79+depgeHI0LKXQ3tJteQzc6xzaCyOghALdOLexMXjKZHibdi9j5qxFEu3FeI4dMJpPJZDKZTCaTyWQymfawxoIcak018F1/80NwXZkZ7Y+EXHjzlCQxrW+2ERwWyuEvM0llGl2Sqs9J0BiynKlO9F4JSKIMOXO7tiWJLp2wg2JdKIv6YSFLlkigxKfk/V5VyI7UH5DCI1Is6l+0xfSmIi99bfI1IYZSJnbtS6ViBcmYgqlTmZd6ZIWcK12XWerBqIMhE9Y8yRvXl9nnLFP/GDlXEEs7VUnAxH2mqE3K61E/RIV3dsR2CJXmYVmuYMoaSZOCbZBxv6CQa41CXDbicTqDrolj2z1snPo+cTK9IL0VeI8oUPqIfkUkdnRmWwmehAlfBe9jNpB6Fpxxj2sVBBFJHLZ9e03omUGnzzJl30ZLPDocqZowVhpKI8c8HE2D9BILeiGNNE2N5I7nRWUkrTQlL6hqW0QISAyFJA60nWr0Qjrblns9LOT1VpcU0JdPAgBO7Jc+s2+qiYDtVYVSYVK/1+n/88ZZ8S0KCiUEpMycHkkRfY5qziGrkoDgPolTYyUemiuuxe8M2ydmW1RDTbAbYXNFKIYXUjlmaX0JAHDooM0AmR4QKU3j1buM3welfNSDaOi2H+euMpeiJFD50l/1/dsheHwm3+18fQMAEL0q9VpYmpAd1IdMKaENofnydqc81vRwS0mgmyWIrrWfEUUPr35U/9z/5HgSQ+PuNXQtXUkplRSRao+SRLfqe3Kt/YwoMt0vjbvX0LV05Xdp5/fndkiiG5JDzrlPOOcuOedevOK9GefcHzrnXuN2mu8759z/6px73Tn3V865995yjUwmk+kasueRyWQaB9mzyGQyjYPsWWQymXZTN0MOfRLA/wbgt69472cBfMZ7/0vOuZ/l638I4HsBnOD/vhXAr3N7/UoEIaaqE4irMlbVGcos6/Sm+Jjk/QLBhMyaJon4LTgns6RxJIktMamagiRMrH449KNp5jLLmvXqaGZCfWy0xKMhfVPOsxAJFXGRM8opvWuGJJk2NuQcW11SSLmHJ/2RBtu9erodITxeOSVldZZJDHXlnBmT0DTJql6pYTqgv06NlM2UlDU7LTPFs1WpZ4XEUFKXa+2nco6Xz5+Rc3XW0PPHAAANev3kjB9Tr5x0x8Q2drwOSa4kLkIeKWJCPw3OiutcuDpxOL5fsC0iJmsFPi19OwIlg1hkkUsXLOjzVCaisR1pj4MoEvIqdRnWN4XA6ZEUipgYV2mJN061xm5N0qn0MdKLU0+PwEEDxrwSTDvS2ggKISMRkPOAOOa1hdo2QMbKaxkpSZ0KK3CaiXUFqbGzp04BADY6QqotfESmmxqNGDVWwPH+bbTl2FdPnwUAbDHBqBJL/y9S7f+sp7ucJBeSAqtVpA1rTF0aKSU1lGuqEjaokHzKWGaPnzeCEFFVfJtGPP8GPZc6IyGZ7oE+ibv8PDLtMe2kepQo2vmMdDtIoqsdu5sqvYfk2ZivCUHk+CxQDzh9dinxBF+Y19C90SfxkDyLfvXXjB56WPSjV3lMPey6F15DN3P++5hk9kk8JM8iQEgHo4dMD6ruhdfQzZz/TpLMbkgOee8/C2Btx9t/C8Bv8b9/C8D3XfH+b3vR5wFMOef233RtTCaT6Tqy55HJZBoH2bPIZDKNg+xZZDKZdlO36zm0z3t/gf99EcA+/vdBAGeu2O8s37uA68jBIUYMl5AOGgiV0aoLFbHhVpGS/JmJJEHpNM7LsUNNZeLsKce7itJEhlQEcY7JKMaoIdRR2lkEAGSXJC3qXEtmZrubUtbX3v4GAOBMWyigrY7M4GrCVsUFSDNpwtoUy28J2VQhBZSTgqrMyXbyuCRUTSVV1pvcTTXEsKmePUJ4zGeyz7sOiRdNtSUEUahJX5w57vZlJnlpi/VMt5D1SJDUpcwhOR8lYgJN0tJ0K/XdEKgFIdur8B7Oq6eQHJzzdVTaBimpI9cclh5FpFdcAE96JY9JTNGzpijRHR5Cfx69fzk9dXqbcm2b7TbqSsDUhRSq1Oo8D9syYLKZTp4TUyoKxrwpveQ8vF6Ty3ko/YK07qRr1IsoZsqbbpVO8mlW+iaF0BQ1XiM9QS7QE2QO0wCAkXRlVOh7tEUy4Mzb57AwKfc6bshOb11aBgCcuiD9PqbvVJLIDRuRFMhIzGX6+v9v791jLMuu875vn9d91L317nfPo2eGQ3pIkRIzdkhFMhXJBkVCkCAiMcgIsGgREAULshUEcUjIwGCCGJChwKZDi+YQFs0kYGgrDhXRMmWJpmTajEVKQ1IaksPhPLp7pt9d76r7Po+dP9a3blfVdHVXVVfVPdW1fkDj1j3Ptfc5Z3XVPt/+VuGRaIU6WpRkharI2MesZtavyvKGVmlivzmt6oRgWFGtzuexS1VDpy+quxGxp/nIMG7LqNQ4mz2S+vwcTTTGnbFcZBw421ELFc+It09ZvYfuB7ZUEI0Gy0WGcYTZSkG0He65WpkXTfuOf091zv2ic+5Z59yzczQUNgzDuBd2k4/W56IU/X2KzDCMoyyAXo4AACAASURBVMS95qI5FmMwDMO4F/bi77R9CMswjJKyW+XQDefcKe/9NcoRb3L5FQAPrNvuLJe9Du/9pwB8CgCefNvjPo5yeKo2gliUFklNVBFxFCMOZF3zjHwOXpV1E1qwRRUwzH/qqRNQAZJEsqELPFYGoro43RIFyvlAVBmL52WnySmqXCiNOT0lCqNzJ+UYE+Oy/9RsE77P8bWYCoqB/HEZVVgRrRD1U9YRr6GA8o2QvjgB27XUXsMrV0XB5AYS14lHRemZjIt6pBHLcp9L/4Rsa9aQ5VNVUdAs9jpDD5qcXj1BVz1sVBHDymhU6KhHE7QftTIZ/NB8I+dYYhyEPAaVMfxU8ZH6Bt2y7AhQFNI/+tZ7WKWM1yUIWIEsle26XVYpa9Gnh5XixsemUW3IPnGklc/kkCH9b4bVh9RrSKuoDcuosTJbkaEYVivjdaTXksqiVEFUcdpmnlNNk1SK5Rwiqp4S+lwFVBetzsvjcZXV5946JlXUXnDyeZINcOyDb1+8jiScl/OPyfW7cVU8fbIV8VmqeLmvHIVXoZNzeSroAlZeKuIYDVY1CukO1culj9WfaK0l9+binPR1uy7q5LGG3HdNel7VwwTI5ITsSYQ0hUp7Ix1Uuad8tD4XjbtpE2QYxl5w0B5N5WDPctGTx47d9511EHz4l+TzmU+ONo695H72FdrKP+h1FcHusO2oeZ2CaDTs6d9pzjnLR3uAVsPyn/zEiCMxtsNOKuqN2mtoKzYriLbDbpVDXwDw8/z55wH87rrlf5Nu+O8AsLJO1mgYhrEfWD4yDKMMWC4yDKMMWC4yDGNX3FU55Jz7HIAfAzDrnLsM4CkAvw7gt51zHwLwKoC/wc2/COC9AF4G0AHwt7YTRAGgG+YIelRQJDJAPV6XykjNZoKO+sU4UVdUctm2oFIiovePKj8onADFJBjom5YwQH2VniqPisfLRPgYAOCRGdn3xEn6vcQydhZURb2R1ETpMdWQGGrVCVy5JG8GznduAADaF0XZMUsfnrFxOfFcJscapxcRqBJRL5uB8+jRCyamcmrA4ANW44or9BGiNEe9fZJClEyNJlUmSy10QlHejHupcBZEVM/oMdkvQ2+dTZ8hfWaQpXCBnk/VM5TqqE/PsBKaLpePggon7wsEVB/FoVYdk/5QpVC/uyCna6uUXtZXp/RasJJbECIMN6p9ikDVPPpig6qk4VcNiPeMT9kHhdoPYfgo0Ncjz3nth2+/qTbim2/1faJYCEU1Hvo3RW5j1bb2YJWnF2XXbJ3L6Uc1S/+pJj99P0NnUe6jlWtyX3WouDo2Jv5TMRVoWj1tQEVPoI3OtIpagFqtxhbqRZdjLa9K1bfFvvR5TjVUd1WuiVuRZ67RkfUnpscxwYpwQawqKar7+gejHDqIfGQYxi7Q/0NClXLy/4v1VdX4H7PPNypIDyOWi4yDYi+VQofVe+igVUKq+rmX8w73/dReRLQ1losM42A5aJXQbiqObebTL17B0+97z7a2vevgkPf+A1us+onbbOsBWEFUwzD2BctHhmGUActFhmGUActFhmHsJbv1HNpbCsB3PUJWKxtQCVOtUHkSO6BLJU4gPiiuKsqKDtVGY6wMhUArealyQo4Z56LmGPgQcU08VlYzeXt5ujgGABg/JRWXpsdFnRFQKUPRCir0bompVBlPYlxvsg3zoqAIWSIrC+jNksl5k5Q+NGP02OHL1ZTSlbEwHvoipVR2JI5t5VujnG0LWFKsoOFMlU2tU9URujmsifgDZ3j8ge5LdYgqXhzVLsNqXNmwxJesD0NAK8FR2eRUGqQqFSpyfCEKk0GhiiL2X5SozQ/a7PPOklaAE5+bsYiKMKqz4rp8BvQVUpVUFADeaYUxnj5NGTNVUcNKY/R1YsWzoTeSqn7CGBmXhVQMZewHTyWOqqXAa5OwzQUrojl6RoXwcFRSFYw5pp/Rspd7tVrI9ck60vb2otyHpwq5zoXeK7UIAds7WJHYHZVDeh/X6ryfGF8B6a8BlVgdKrAKD1TCjSqomG1Zu8HnrU2lEK/BsTF5/pbZr/M3xYNobXUND5+UanuzM3LjF3VW3Yvv2dveMA4GTaj8P8IFG7+rx9pQicjvh1nlsq9ovlX/uDH6oVUlN0ArO2YZPE2Wi7bkRJ8xd1vfGsaQ+9lTSInw/406hG2x2TeorD5HhmHsHvWCKjubfYP2S8FUisGhAA4N1JAW/IWRAxsDz8GGQYSIJd+Duvyi3uUf+FX+0Uwva4QsA6+DRIX+4sppXs57ZPwjoLJEk+sH+Af1kixPOGCScyAg5FQwLf8eFZxWVvOoxVK6frIi02p6U/KLcZjqNC2Jp17ZOAULNBDWQY84SYbTf1KaMYecGtZ30i/1lFN6ODgVaHn4UM5d4QBBFuToLcvAQzHDz0y2jVTqz4GeoWs0fxlJuSDg1K0EHgVvE/WjK4aDRDqdjFPW+At+xOlTeg06WYFOR6ZWdVZaXCdxTFRkYCSZlMGGkH9IqKFyBO1HTqlzQJ5zAC7vsp+0hDz7Y+iErSXYGa96SOunByrQ6W19toGDiYlctwqn/6kBtVOjag7+hY7G3t4P/8ApOACWs/JVK5brejaQY87HMlUs73LqXIPxJXoRImQ64FWouTUHidg/WaGDWhyISmR5lUboSUXOORik4NgQIg7WdTgVrSvdh9q43Dd/6SGpdPoTp2Uq4nPX5d6ZuyHX7NV2Gyv84y7J5LpNdCUunSViGGXGRRGCuuQnNyX3eTEluSev0bid93S4tAYA8BzILlhUQAeODUGnkQUNySOYnQIApLPar/y/rpshmpc+DZy8iCnW2MfWp8YRZhSDQYd1etl+czcTaRssMgzjoLibifR+DRbZ637DMAzDMAzDMAzDMIwjTCmUQ3ngsZx0kadUZ1Bh3l6hSmith5s9eXv76jWpxrjIKTkzIpBAJefbYJXC5FpeXVUjVMTkQM2LgmNQyLFW+lLVsdKX7kgTMeqNPac2MSCXq9GmfE99gelItrlJ9ccYFRWFk7fPjTE5ZoeKjyLdbHQsn/UgwWRdGtNiafFWLnH0qaQKqNLXtuh0h4JG0FOcDpR5oNORN7P9XKbMaclzVd04ymd8tFE6pDMsQqpMEARDlVHKT50KENK0OaQpsUtY1pzexKurohbqtXsAp5zVmtI/1ZhKoWSTEbbO8KBSzNM5W2e7FVmBTJU5NJp2hbzxz9Qgm1PDIlUI8c12XMj2aSrr+90ewOlQEVU9FSqBVF6Uq2It0QDkOvZWpUM7AzHS7gZAyGkVWZcl4udFIfTdZZmW9Wh0GgBwLWKcapbOKW1BKn2U9Qq0+3Lte7os1akunB7JOXUx+23A7ao1aUcQUt1WKRDE8mwUA4m5t5axX+TGmuU+//UDJwEAJ99+DgDwx3/4vPTJCYlvYhG4fkPaW4DHGhfDcHe7stXGRrSPbArNwUOlYtBsonhEnsO5J+XeXXy73MvNE6KQW7shOWr6m6IsOvasbBecvwoAyFckr6E44nI5VeUmzP+T0k/dc6KmXX5U8mF/UrarLCeYfEWW1ZjDHY3s7weD6lHyK3QQ+fhv7v4Yuu+vmBvJgXAUpo4dBT7+sfOmHtrEXpnnrj+WYRh35xceP7Mn6iFTDhmGYRiGYRiGYRiGYRxhSqEcWpxfxef+9y/BRfIWsUPToZDl6dfm13D5yjwA4MKlS7INTXQnT4nqQc18C6ohAjVagZbTpZ9QlCFiGe5ra3K+mQbLgjdFndRqNblcfYvUJ0g+PP1f0HOoNOmzsygKIh4KK5TqqMqnoOJETZqdVzUSvWNihwCi/BlkEtcq7Xn8OBVVMeU/LFPuqZChxgc1xpu4ChYzloSn5xGtaJBpmWF61ahfUFqooohtjqlmyfOhL5GnUilSh252SDdXk2l5o97viZmN2kgk9TpqVXmrHNEbJ1SfCpUqDdVQLHusb5KLdWWQAeQuH75dDvmZZXK+VL2H6Ofk+WZ/tSMqnIWufK61eO/4BDkVMGt8g51WtBQ8+5J9HdA/aJXXdYW+JH5VVF7hIEOXfbnMLna8bxbo9/T4w7KtmoVXeY0GPBe6NDHvpRhQLtYf6P2sxtNyTFUSuViWV9jmbl+OEQ0VWDkyqrZytnGhQ48qKr1CqrmuLIv/x+Jr8hwsXRJlXeGl37rLXfgar3mbbWHfVqr0mTJeh/pEaWnvYTlv81k5MFQ96Oo1dE9Jrl56qzxDT73rdwEAHxyX+/0zq2K6/j9nPwsAaFxhbr9Oo+WW3PP+iCuHhn1ak/+38lnJ8UtvkP9sVv6y5JkTJ5YBADduTMJToZksUY21KjnHMc/ZM2Hcr5RVKVQW7yFT3xiGURYOulR92TDlkGEYhmEYhmEYhmEYxhGmFMqh1ZVV/OG//SOEVKJkVAWpqsPFETyVEgWrk1Ursm2fVZ1SKmMq9JDxqrRglamIx8odELFkd4PVrAa1OTnvQBQUIb1rvFY2pnqENi5aBAsIi6FJTiNkKfExeasczNF/pypxayUtF2wsl5xrRS3vUeUJnZbbokApDVVhIuqMqpYvpxrJ8Q22p/KoUY1x9aqoeF5oyOhnpcpKXlQb9blPqkIZ+gTR1ggPsWT55MQYYipgwlAUQz36RXT5Bn3Qlp218lpSlbfD1aZWzkpQ0Wb7oaxmQ1dqNTDQq0mrgcGz0+n75L2/ZYxEI6IBO+r6HKtqXRZfnF4ub6VvzInKpb0mfVIZlxjGm01U+CY7asv5vJajr9GniOWYx2n4VOf1i1lFLJsRX5Kxah2JxpMNeAyJ8+oyFVdN2af/Ir/3ZLs237z3qegJ8hwxzxewbXnBN+shVVHsP63Sl3F5Rl+hlR7VDZBy9gBQVUOnQraZqtP/g/5F7SVR57VflR0mzrBc/eQpAEB4/QbGe7Iu4P176ab09dqqnM9Yh/rcTNCXiQotvyb3ab60Yr41B4QqEX2ni9o1uVennpPr8nT0MwCAf7TZc+g5edZr11aH+64/1pHHqaJV8shgSnJp6wHJEe9983cAAH9j5usAgN+e/S/xB9ffDgCYekm2rcUbPd4M436hrEqhveCwlKHfCXerUradfU39ZBgHz2EpQ78T7sVray88v+w3MsMwDMMwDMMwDMMwjCNMKZRD3nukvR7yQN4iVqryGbKqmEMAn7ACFf1+lgdUg3REUTFBgYmv0iOGKpyMsolBQY8Y7xAF6p0jipzF66L6OTsrao1OKB4J44UoJxzPrUqmgN2WhwViL9vUxuTtcpbHPLacr1BvISoECpao0retAZUoofMYb1QZozSmH8mb7BbVUXmXiqGaxBEyDhXdVKgkqtQCvHhV2nDpy1+VlfQQClXNQDVUxsprAy5vjsm5H18Q5dBffuwxTNbEa6M70Dgkrmosy8ca8qY9rlHJFKonERVQUYA+q2ypD0+Qq9eQHDPwWp2MnjqsDOdVOUPflqwLzFEBdOW6qFZeOS8+VK8tSYW2oif7TE5IHMmxGQDAibFZAMBjJ6WC27GwiaBOJUwifa+KoBjqC8O344mqonhM+mHlrNyGCMiog2qlojC4ucg4+uLh02FluHxVjp3QCKpP/yKtTBYlAQJWPhuo1xIlQnX2Q0BToTTTCmz0JlLPKN73eZbqVUAeyfU6OzXOY2rVNjn/mdPSB0VCH6oV3qstWd+Jm0ghbeuOyXnGAznWClVkWIFBgkSuYfGgKK9aj8hz0jgvz0/Q7qDomQrlQND8u7aG4CXJFyfnRfV3/OuSw/OaPI9n6E0WLIny0C/JTV10OhuOZRCqdHN6mOVNyThPNi8AAP4q5ajnmxfwxeYPbth26MNlGCPkw7905/XPfPLuxzgsSqHkw1utuaUG+vC7ttyIvGXX53/mK8/set9RoqqgOymMNq8zJZGxG+6mhPGf/MQBRbL/bEf1458av6f1dzz/06u73neUbKea3+Z1O1ESmXLIMAzDMAzDMAzDMAzjCFMK5VDhPbpFgYlAw6FPEFU1ufdDlUzIZVEuaoYaK4/V6O/iqVBRRU4QUq2RaZUwYABdRqWNesSwWll7keqfCb5t1gpaVLdoxbF+v8AUfWTSiEqTNqun5YvSFCpgolhen2Y8lqO3TYWKnbgSos6KUzX2w5pWxOpQXTRJXxzIG+6Cx9DqXWORfBZJiGoqbVhui7qmM6Byh349Afu4MilxhQMqmWqy/Oo1if+18BLSqWk5D9Uqs/RQqTaajJ1KL6fl3OgPxPbkRQqXa7vZLZ6xa5WynOOUtBrqU4XTZxW6a1euAgDOX7yOi+cvSmyLEmOjIf0xOStxnnxIlBqnTk8BAKaqEmerJ9tXYvFumqyMYYqeQRFjbrOil3r6qALNUYkTqg4nViUUq3el2VBRFtM7a8DKYQhFcdAqqLAqWBmNvkpr9B6K6Q2UtxwA2afPfgrpyRF59Q2i55beAryHk4j3Pe83OD98yBOq1Zr0hNIKfjF9sTp8VtK2HDui8iXlKcO4ACDqo6InKqfZpmxTH5O2LV5YhiG4higSF94mz8vcD8v1Pvaf5fvspTGA/WgcDD7LkK+JIghUu7krfNadVnCkelHNuvywXOPBBXqYoAIx5P8x4ZrkhGfXzgEAHkluDr+Ha/y/jCpUmH+TcUDcTR20nX3XK4jKrhTaWiG0kburhI4Gm1U+WymE7qQG2ryPfv+n9xibcf9xLz45uu9hUhBtt733ogK6n9is8tlKIXQnNdDmfXbiY2TKIcMwDMMwDMMwDMMwjCNMKZRD8A4ujRHX6alDtU3hWWEM+bB0mPqkJImEHlENEdGvqNAKZ1R4sMjVUEkE59FPc/4or356IT1hllmhixKOnpNjVXNRmqgqqWC1Jz+I4Ss8X1/UK826vJVeHWhVKapqeP7CicJjanyW21O91KwgXhX1xfjFVwEA7TbjpC9PP1SFiRosyUfISlVhjaqXLMZ0Q71yRD0zSdVTxIpVFPugRnVDtyftiJIazyHH6qQekzMykptUJb4q7xqniiEqZQqnldewob9yFwy9l9Iu+4tv44OEip1ClDIry6KkuPTaNQDAq8vXAQBLrESW9vqIWXntbW95EwDggSnxEOrH4oczEUobmlS51KlOWqMXUtLS6nMZMr8x5kC9oKhYyvWaq2BHq8upYkfbHIe3VG30yqrT56nLymcrVJWBVdQixhk4abNnLEHokPNYFbnkyOht1GIlO0evqJTPRUzvDr3Pi0Kr5LlhdT5QhdTrUDERSTwpH43uPBVfqvJS/6e+KuiyYfW/kN5M4wM5RqMiz8h3Yag8TpVDi2+Rfv1f3vV5AMBTq/8tAODYfxgDFqgwNFXKwaF9zedBhUHGDmHHeXriJUvyf0bjkuSbL35XfEm+ceIsAODGjUlMXHIbttV97SKUh4//pnz+yi+PNo4yUla10HZVQsb22Y1f0HbVR8b22Y63ilEu7sfqYaNmN5XHtqs+uh2mHDIMwzAMwzAMwzAMwzjClEM55IAgKV6nPMn5Q+TCYRWmjMobtajp0bugn8qbyJBKnfa66mTALW+YwBXIUjkuHWGQdWWfKrfp1UWl0m2Jb0tziooKVs7yoagkXOAx6Mk+Daow1kQMgmhBvmeBqFliiNLiodMn5PPhRwEA9Um5BEm1jvyVVyRGSnPyvqhp1gJRlvQ6cozGOL2F2LbEsepVIK7rYebRbMj5x70E5KnQiek55Ol11M2kF9ohK1IN1AtI+rNWexyNOquo0dcpZiUtRxVJQf+n7qocq5WrykWO0Zrv4MpV8T6ab4lKq06foIlxUSW15mT9q3OiGGrJrqhHEuf0NH1aHnoQjUTaNsY21qj2GfTl7XOlolXv5Dol47zNV+RYtFVCkSTIWS3KszpZNlQVyId6/QSqokl1+42eRPVGgpQeQ5mqfXpy7dszrCi2LP3iWMkucqLqGmN1tR49fxouRMI2VB+Q+yXmtVblFahey1mlrMWTrnT5HOTSgOlmFaCHVUp/m6hC1R3vBbVWUbVRzrYWPMawSl0+QMSUod5VBfsBbLNxC897N5+R/vu5ptzjf5/fdb1hHEY8Vby+K3klnJf/f6ZeoqdZITl+dVJy2OSyx+Qrgw3bFtzXm/eQYdyV+1EhtBOFzt2UOGWrDjaM51OjjcMw9oP7USG0E4XO3ZQ4u1H77CeffvEKnn7fe7a1rSmHDMMwDMMwDMMwDMMwjjClUA55eHT9AJO5VJUKqGJJi/XVY6jeoaeKS1lZKROlxICqhyq9WLJMq3Nx+3UKIq081c8H3Ee2aQfyZj9cFUVHVpe3mylY0avYWLmqKFI4lnIKm1QwrVBpQtVTj/HVA6mKNX1cKmoFibwxzTusOtXpY6UjXjT1ivRDp8KKVS2qM+rqwaSVstQ7hxWzRPCEahEgqiZYT6e45SEEAJ1Mzr9WSB90en32GxVG9H1KEg/QMycpeLvQ/yZIJI7rLTnxt75+EQBw6folAMBSW5Qzgz7QZttcIseaaUqfVqbkLfPxh2UE9k3TPyTbZUvSlrr0xURd/FuSIAQcvS6o9gmowKjF4okUcsxz0BdvnaVrEkd/VdoYnJRrEfhkqFIrhj/Q+4I+Tj7Ua61vtukrRO+mmAqsfJBjQKWU4/0UVKTN/UAUTDGVO1epKKrSB2qCvlOn6xL/2YfP4vQxuU+q9BLKVTnH+96zkljIN+6v3JA+/9q3XpQwe7JdnFSGfl0xq81VWNEspuIKXivuUfmU0WOI/ayV7dL01lhyQe+jdCBtzn1JzRhGiGM/hgvSz59dm9nwXdcbxrbYVA1y5GhVyoH8H+KX5f/L6gXJJ7NrkrvzGj3xuhmi+bUN2+q+pWnTIUd9gtQ3yDhc3I/KoN2yWSX0kaeq+MhT1TvuM4arG77/+tPyO1fZFEVHBVVWlE1BYWyP+1EZtFs2q4Q+/yfX8fk/uX7nnRY2fn3fO08COBzPgymHDMMwDMMwDMMwDMMwjjClUA4VBdBvByhi9TxRlQ8rMqUFMioTMnqchFQ1dAeidujTF6VKlUvIphWBKog893MIqHqos+pXkNAj56qMlT3wiPj0LHRl2G+2J54JjsoLT+XMwAcAVU5BTO8g8Jh1qi46cqxBJiqWb7/0AgAgyiTODitHpWmOFXrO1KiSGq+L4iQfyPfVnrxtjVtyrpiKGU/1z7UF8fNxcQ5XE3VCi2qZ5UzUKq1U+mtAf5x+rv4ykP7Villc/uL1SxifljacmJqUjXI59tKKjJp+4yXxSvrWn73Cc8jbmhrVQeOTTZx9UEZdGxVRAOVjEnN7Uc7TWxT1Uf20fH94/JRsH8m5KzUqjeIIAx5/eU3a1l6TfnG85nVei5TV25aXeI1Y9a1F257JOEUQU33l6M0U0j+DdjBu6K8k1zVKZPuMiiKtUJZlOYpQOrFGn6cbM6KKilKppoauvAlbZWWeNz0s1fHe/MADAICZSVELjVUjIFQFFx9RDuPqfZ/Tw0qrvl1Zln6N1fuHcfm0QMjnKKmq6kmrzIHftS0Sr+czM+A9EDjpx8g7ZKzwVLCDtM3FQB28jKGioiXP9vR3JG/8/fH3AQCO8btvtU0xYWwNVYnhjOQFTIiyECuSK3OtdFeMVoGmfkEF7/eAOSlek+9xpIrTDJ7qyYKqUvMaMo4qphIStvIRuptKyDCMvcNUQsJWPkJ3VQndZ5RicAjOAWGE5UJ+YWywTHYW0Gy3myN0EmrAgaM8YFnunpalp7Q9FOPiQP/y5RQwzylRPvAyNQm3/rAfcNpNwj9800R+qe3flF/G3QlOt+GMo4Bu2JWiipVViXmxJftepaFy7OSP9U4qx5pvyQDG2lWaXXP6Vt7XwZl0OE0s4ABYtyNtehVyjl4q8dSv3ZBjc1pVLqdAu8VfuKMUg66sa3c47c5xQEuNjNV3mQbLAy7IGEPGX/Cf++Z5LM/LoNN4U6YJtLycZ7XNgaZVCaA6KYNZM9MybWt8QqbnVbzDzVTav7gkU+W6V+WYazRYPjbNKU7NhwEAb2zKAEvIaWi5ToPLcqwtS7+spjJFoRFKX09VZACnG8sxm4ncC/WT0saba/MSp5c4G5MRXCz7NGjaHI5LzA0wnoqcv1qXgZPOihx7aUn+MAtZnb5WayBM5Vj5CgdXOFBTa8tyPyXX4MfOyNS5H35cTMnHnPwSVHg5dlE4+IJTSJyaj3MKHaeAgc9Byuu5tsZpihwoTBId6AFCfRjcRqFgnHDAy3GgifdA7jgdilPnPJ/H1GXw/EO04NTGgs+OzsYzbjEcHPoLufeTNXl+G+dXN6w3jNuhg0I3f/oxAMDCj8izPfNVkSYf/8LLAIB8bm4E0a1DB0P50qRoMRnQbFqLQXjvATWx1kEhGxw1DhE6oDN4Zuf7GHfGBoMMY2fogI7/5Cd2vI9xZ47aYNBmbFqZYRiGYRiGYRiGYRjGEaYUyiHngKgCLLVFCZIlElany2llvQwBlQp9TobpcppZjVOrupQuTOiUtKGUgcoG7g8PQKeaURFRCUVBsZCLsiRbPAsAmJqWN/vX1pble1Xe5F5blelmrTxDe01iXLwpiqG/+L4YA8/QUHhAI2jP8u6O5sNtmmF3OXXHwSPRkKnG8JQqVQJRh9xYlM+UaqBlSvT7LHE/PS6KmImxCua6NEPmG9pA50mpkqpHpRDPOewfrg+oMqkeH8MK65SvLi9taEvBazDG6W9VKncclScXrr0GAOj1c3TUnJrrkkC2rVAgs5Lzh44oXga5xL/WlniqNAOHcyjYUScbomQ6NsVpf1Sa9W6KOitkW3Sa4qAjaqCzD4mCY/LMBPJrctxjx2VZNE4VDe+Nao1xUsHU7cu9QE9nNKckhjNnj+PGgsQ83xOzsS77cIKqtfEp6aezx0UJMEHlWkpVkBppuyJDwXUUqSHgG3an5dF54eY7cg+0qd7qUUEXcXpjmhVwvLYBxVC5GlTzHJFOnXM6NYz3ipq6M64gjoZT0XIqywrKowqacRu3wyKUyAAAIABJREFUKDjVNXxNcsPEktxjfo3TgrjeMDagxtOcRqaKoQvv/i0AwDl8CABw/CucZjYv/2+NXIUzVBAxj6hK6DbbGOVHTa3V5Nq4xZ3UQF/Eb9x2+XvxP+5TNIcbUwwZ20FNfO9WPvwocic10Gbz40+/+DMArB+34qgrhhRTDhmGYRiGYRiGYRiGYRxhSqEcyvIM88sLaM+LCuIaFR+qqPChGEkDQBiIv4zn+8iM/jLza7L8eIM+B1pynGqWnB4/PgRCT6OYQM19WYa+TTXSGA2MWYL3FR15jcTr58WXRB20fLOFE8fFpHnipJw/YhnzywuyTURVjWebJmnI3E2pvqHnj/ceqap6qHQJ2GZVg6x2qWrhelTpk0Mj61aX6o1qjv6wTDb9HgYbvWv0M9MK7qpW4vYMBbVqgtN18e6J+NZ3oMqrdr5hW30pPNcRldD8dfFW6UcFqvT2cXpNKVTKK7JT1KanFI2NU25Qp2Lo9ENi2vzgzCSWeqLeWbgifThGo/AOzZvHooTfWWY95b2TybFqE2pePoXpx0Q1M8nrp/2k/ZDUqJqhkmhmRo5Zp8lqQE+g5bSLiKbVWtJ+0KaSKxFFEQVeaDrZLnPqlyUxeCp3MhfBU1GW56rmke8Rz3dt5SYA4Iu//xwA4OqCqFPaVJNlNGbvj3nwlkQ8kGW1WN7UJZQ/BbyP9J5Qj5CAnlYaZxhFw2ucFzTu5gL1LTLWof5MK/IcQD2G1G9lxEbCRknRh4zG0+oxpIqhma8mG9bvixpH1Uv3cmxTCRn3GVupgoydY4ohw7g3DkNJ9MOCKYY2YsohwzAMwzAMwzAMwzCMI0wplEPeO6SDEPG0vBGtV6hsYDWlE7XxoedLMinranWWHhdRBvKM6gxWfGrGsr6eiCojj1gyvZ8PFTmeioh2W5QkMUt636Qq44mptwEAvtF6Xo7dkTe1nR49bx46gb/2138YAHB2Wt7ufvXPvgoA+E/fkJL1qvsIWPmpyVLocx16yHh9Q3urPwItJUaFUEaljqqMoPtQfZNR7TId8U1MUCDnMr3AqrRSW6OcawqqQ4aHdLqBVkxbw6BKBUxTFERTVAHlFXoeMa6I3k09nsUHUkXHFW6osCl43IBtUoHTGD2IskT6OJmUqmEPH5fKZ6dmpX/jeoHiCu8Tnicek3sjblNZBbkXfEqlTEWUYpWqKI5eXZWKaQ03QHqSqjF6HTmqOhwrfPXYH3VWK2vUpI+dl/5rDVglbL6Hep2qsJjKtzXZOTold0EYSP/VqNgpqBQK6OnktBKZ80ipFktZ8SynR1XIcvQXb0q1tNdeEx+oVqD+U7Jdh75YURwg4LPTrEkbJpsse8841CMKjnGwMqBXnydKwzJkyBhXxip7Wk0tpG+R8Xo2e7CYosLYDlqqXquSDT2GNpey3wu0gue0KGExKbkKy6vIFyVvmtLNMO4/nvmKlF778Lv2t6yanucg+PWnewd2LsMw9g73NKv5PjV+IOc5CN73zpMHdq69wpRDhmEYhmEYhmEYhmEYR5hSKIdqlQre+sbH0MnF02dAv5kHzx4HADx57gkUfXlr2W9RURGI+mNwXBRCr15i9a8u1SROFCGJF5VJoG9G4eH5BnSQq7eRxDGgjKU9L8fqv1He0LpY9m3MyFvV2ZOiZpkcD3DqlMQ4NSPqGvXjQY/Vpiob1QL9gayvqjKlkDh94aCiHe+oFNIKVYV6wKj6h75APJdnf8USAjLkt5RIkZoKaRh6FmHdWeUc3C7kD0FRQagVxlhFbrImypMB+yWgz41j9SvXZcW4oXdNgJxtcim3oSeOp1omjqUfOlSm5PQzirQqnRQFQ9oN4VnBzNXp0VNQ9UMFDiJ65NCLqaA/UD+Sc1y7JvGeyq9hQeyRMDnBNvD6aHG3MNSqeKKMafXFT6gayjFXqFRbaXdRpyrsyrx6Icm92a/yDX9X7huK2TDINz5+et0ReAwfTfUlYl8jlm0WFun5U+W5qnKfh3HAPmGFtn6KlNXl2qv0c6JiqUYVVK0mcbJ7EPAcjtXWPNteZBmKgVazk20TqpGKoTeSsSWmGLp3NKfQy63oyP8D92Xf8v+pfE4UmPtZlSwcZ2W09zwOALj545JLj//RScz8G1HO5ssre35eY3/QCmNaccwwjgJbKYY+/rHzr1v2K7/6yH6HYxCtjGUeOcZRYivF0O0qxZXt2bircsg592nn3E3n3HfWLfsN59wLzrnnnHO/45ybXLfuo865l51z33fOvXu/AjcM42hhucgwjLJg+cgwjDJgucgwjL1kO8qhzwD4pwD+j3XLvgTgo977zDn3DwF8FMD/5Jx7AsD7AbwZwGkA/94597j3/o5mBfWxBG99+0P4+l9IxaW+FzmHYxWqIu/h+k3xUJlfY4WWWA55aupRAMAglaakfVmfZiKDWKBPUET1SAUJnCpwtGIWw4sCVUjIPjeuyJva2UlRB714Wd4+HJsVFcela32c+L5UJctPiEfO/HmZx5ijx3NIG1K+Bfa5vPGusm0tercE3g8Nf4JQPV8YH5Uew4vl1QNmY3WziF433SxHEGp1Mu7j9AdVG6nfDNUhTqumcXNesSgKUBRyZkcPGnbT8LujOknFIzlVXkXBBS5AmrLaVihKE69+QZC+HITsr4GoWGpUIfXYP/PX5ZrU4hrGGrLswpzcJ6f6ooAJE1aAc/I9junTQ0XOIJN+mqDYoJJUkdEVytEXJnaMT32e+rK8XVCZ1pO2LnXFl+p7F+jtkwHxmLT7MuVIjfq07MN+mCkYJ4vleVZRU4spvUQBAiQRVVkB701WOEu9tPHGNfFVSjNpTMxKaZOJHDyqyEXqo8AS1RUZi9nlvPcGvAaO5cxCrSgXs1Ib4wnpr5QUHiH9m1TVoEqzpS7Nv/aXz2Cfc5FRbqJzDwEALvx3pwEA5/6vqwCA7PzFUYV0cOyjOsqNiRp07h3Mre/+LQDAI50PY/aPZB1MObSZz+AI5CNVH6kayTC24qD8i/aCzWqiQ64k+gyOQC4Cbiksbqe+MIz1HJR/0V6w+X4etZLorsoh7/1/BLC4adkfeu91HsnXAJzlzz8D4F967/ve+wsAXgbwV/YwXsMwjiiWiwzDKAuWjwzDKAOWiwzD2Ev2wnPoFwD8K/58BpKElMtcdkcC59CoRagFoqppp1RrdEVNcnHhMhZXpWJKp0tPGnrRJKH4MTTHRJVxvScjhZ1C9m0vyWelJk09VplEMxZVhVepBuU1qrxZXBPlR3K5Lcc+JueqDmQsbWFBKkQtzbeQD74JAHiWVbiuz8k+qnryGStTUaEyoOKixepTRUb/HBTDijFa2SvSSmKq8BiG6zcsD+nDkQ3kHGsDp4caegypCkkrUGn1slufQsANQ3o1RWGIJJa+q9JfJqJpTqbSq64cc3lV1COtjvRfSA+eZlTH6kD6JYm0SpmqkOTMA72eXu4BX5VjLLdkuyp9b+rHY6QV2bZPsUpQ4zEpaXJZj22itxTbHEPatBaKCulmmiJl5Z/Xbspb8WaD5xkXk6M6lU3jVVE0nXtgVuLqioLn4qJcxzMz0ygqotBJVQVVk88bLa0WRiUcZVna14FXbyb6MDmPlPdPlLFKH9t2c0Xuvfl5+VSPoZDqrpgqsoTjvrnPQCEaCt73FVYpq/C8jsomT5VSnmscsj6mAVMcBYhZkW7o1zUQOdJGJ6uRcc+5yCg3rSdExfn83/4EAOBdf/6LAIDqUVAO7SO+Lfn52NckN5yrfwgAcPxrwXCdsWMsHxlHig+f+Jj88MJo4zBeh+Ui48ih6pt/cbuVT9stfyfuqVqZc+7XINXaP7uLfX/ROfesc+7ZdsfKThqGsXv2Khel6O99cIZhHCl2m4/W56K5nv1eZBjGvbFXvxvtfWSGYZSVXSuHnHMfBPBTAH7C+6EZwhUAD6zb7CyXvQ7v/acAfAoAzpya8ZnPUHOsmhSIaqTdFzXHUitCrt44nBU7URcfhPEJUQz1qMDJFkSN0Uvlj7xGXZQO0zVRpFTCEPWKKCG0cpiqaQY5q1xlorC4dOMVAMAbp/4SAODcA6cAANcuiXrzWJzizKx4X3zvssS6mF2WY9DjKArVV4beOuwpVc6Afjg+D4YKD1U0+YAbe91WO69Yvysi/nCrPW54jExVR06PTVUIlxdQ5ZIqirQSGuOPwmFVq0pN+jKmN02fjen3REXTY//F9CBqTMg8z+n6OFqsEFZQERNmcvyCFcV8V65Pk9em0DZqxbaA3kCBw6AV8zxyrG4g53cDmiFRMRQEOvYp8ep1/7PnvgcA+NafvoQOVWrHJ8Wr70RT7kHHtkT0/qk35H579FFR5k4dk/gbocQ9MxOhl0nFn2OTct6rXt64py1RXI3Nsm/pfRTSYyrXSnr89PkAKORnx/tHr9e1eVHQ9ddEsVSht5D6kQyr8vGeKVKARciGplATVaqiWN6uN5Bj+b76QrHyGe8/Tx+jSqWCIFY1kWyrz2WUat8fPHuZi8bd9H1Y9ur+ofG8eH098Ym/DQA49zw9h0YW0f1BvioKypnff1E+/4Rz9JdXh+uM7XEv+Wh9Lnry2DHLRcaBoX5B6zkM3kHA1lXKtsMh9xq6I3v5u5FzzvKRcWCoX9B6DoN3ELB1lbLtMGqvIWVXyiHn3E8C+HsAftp731m36gsA3u+cqzjnzgF4A4A/vfcwDcMwXo/lIsMwyoLlI8MwyoDlIsMwdstdlUPOuc8B+DEAs865ywCegrjeVwB8yYkk5Wve+1/y3n/XOffbAJ6HvMz95e044Bc50FrxGJsQRYNLRR2x1hf1z1QaoKBypJKIsuO/ePPbAQBjk6JqePH8DQBAM5b1dXqwNKqyvkolT45blcOGI2MxfXaomqlRbfTqNXlLPbsqI5gPjIkq400/IGqh07Nvxiursuw/vCgqo1Or9Nk5Led7KaPCI1APIhl8nwklzhsFK8CEDl5VRLwshcZH1U84/KoeNbx8rsflVNSEBfr0hFF1kUqHvJYvC1RKxIpjVInkqtRhdS7nYwTsqYwqmyLiJ7fVamoNKkzarG5Vz+T7+EwN0Q16DFExVGPJrnYqfVvlOcbO0ocnFKVOwjapf1C37dHlm+yBl74b5AmPwR6KVVnFOGqyPKeqrE+1y1qvDd5imJmU9i5B4soGol4b9EV3s3pNKte9ePU6AODhR2YAAG85/ebhOWl1BB9Kf3Q6vJ/Y5kpD7wF6RKmHFF/IhNQ/9LJiWEUucConYyW0G2xzKvFGNap7UolTq9B53uNF4qF3TkJ5RXNclGB1Xq/OQH5v6PIzorrMUYVUo4oKQYyI/oY576eB+ia5e5qhui0OIhcZ5Sa78CoA4KF/LF5zWadzp83vb/gMho8+DADIX7koy3dT1Yz5Ip+X6otYWNz9sY4IRy0fWdWyo8ft1ES347AojO5XjlouAqxq2VHkdmqi23FYFEZl5q6DQ977D9xm8W/dYft/AOAf3EtQhmEYm7FcZBhGWbB8ZBhGGbBcZBjGXrIX1crumcCFqEdNTDRkVDC6SJcU+pj0PDDRFD+XiFXJogmqLWjUM04PooCqERZRQos/9Kh4qLkKlttcxoph/Z7ss7Im5a9WUpGA9GPZ5+Z18RF68kd/BADwoJwKX37hZTz7zYsAgEtUlHzgr7wBANCpi/Lk5ZeorKDzS0rfl4Rxq6dOUAS3KouFOdfJeXSqr99UE8pTsZOzIlocsZIU2kMfpYCKoEI9hYYlzxiXKouoJBoKirS8WQHkmcST9aW/sopWxpJj1arse8YzEcmo7XhV4qlUA8yy+ldGH6BmQ67jWFe2OTkm65tOjlXJ5XPgpR/XOGAcoYs+lWXttsRzfIwVu+pUF3XpT5RTQcSKXt1UVAaVWBQzbjwAuC6ix1JA/yRVmun1SanMmRiX5Y+dFPXYyVPSVp+HQ0+fLJD7p0NvpAor5zlWKQMr22mVvJiquEzVXTngqD7yVP30M7lnb85R3RNqZTGqt/RYvIfarEDWRo6ccYVUdAWsfKa3k6PvlK73VAqpkm2N6rdOu42A/YRIPYZ4kPzQvXgyDiN8HguroIVwegoA8MX/+DsAgPf+wI8DAPKFxS332TamGDIM4y5odbJnvvKrG77fiY88Vd3XmAzDOJqomsxRTfbpn7v7Pp//k+v7GdKhpRSDQ4XP0E+XUZ2QP7h/9Am5sM9/+1sAgHbL4Y1veAIA0GzKIELMP/RXl2RAp+9Zup5/o3Z68se054BGl4NDQRwi78hGKxxx6POPdi3fXmOp7+PjEwCAXkeO8ZXvipHx448+BAD4z19/Addvyi/isyfF0PhCT6Y83ViQfQL+YZ5zWhSrgmPAwZmhCbH3cDr1zOuUIg4K6YANDYzBkuMci0HRp4nzmA4UZMPj6nQxHexRY+rhOBNnA+nfAmpMrVPsgiBCyLjUHLlQ02o9ps4o4sDPNAd6dHqVLwK87aEzPJ1O/eKgC+OYOC59PXtCDJ91wGStI4NDlVTWI0yRcuAGnLam09tS9o8fsIw7S8p3OACVpxLveF3iWxjMD+fuJTU5pho567QtNbqdSuQXmgcflFLajz74GACgWtXpeBiOtPUyGUgKWjJ1sFKVwayuDuKx3zjrDTUnAy0BL04lKeAHcoycYzCLbbnPXuP0NqhZOY3N1WtQBxh1MLTfyTBg1ZuWk364HMixVmMOllVln4iDRjENyHUsq8+pO63+KhDpHEe5jgHNqwP7W9IwDpR8cQkA8N6/+rP8fnGE0RhlRKeA6ZSwvTiWYWxmO4NChqFTwPbCdNemkxlbURZT58PM/huFGIZhGIZhGIZhGIZhGKWlFMqhLM0wf20eZ39gFgAwOyGKkOe+IeqHCBlqVVFbjE2IYqEjL01x5aYYaC7lVFrwmDdWRB0ReE7t0dkv3S4iTneanha1T16ouodly2uc+tSUUt83aUj92msyGjk5KXL+Jx44hx+a5DS3Y3Ksv7gmKpG5OU4lqknc1YjbUWKh05gqVKr04OFoBBw6LTMveE6P0hL2ngqTPOPUME4H0nLveQ7o7B+dlqTG1KokUjnScDKQKj82KYySJESNqpqYZd0jdcbmsWOWivcxS6JzCt3KmvRBb9AaKk2SgP2QcuoSp0PNL3GayKIowdqzYvgcZaK+qU5R/dKLMGjR6DmkWXWF/cXvzQmJZ7VNg2eaSlc5/eyJyoMAgOfTFlpd2Tdmh4U9iafCKXopVUiD6iq3k/jD4ew8NfgOkBdynnZf9qmyE/t9aduF82Ki6zlNr+tF3eZool5JJP5aNQHFa4gHEtfLN0X62FoSFc/0GNVbVEupUqzwEoNOL4sHQMH7pIjlvAtrYmo970XlVqvJ8xbHcoxKLOccq0hcejPkSYKQircIakStU/hgGMY2+YOrfw4AePfpH9z9QbQgwMsX9iIk44hjyqCjyWcgptMfxOEzlb6XEvbKxz92/rbL7+cS94cBUwYdTQ6z0fi9lLBXtmr3QauhTDlkGIZhGIZhGIZhGIZxhCmHcijLcHN+Ab2vfhMA0G+eAACcYBnvlSTCxXnxWonaor6YcKLU6dBMepWGvbWG7DMzJobGYzTOdfTDKToZEnrWFDRWXu6IWuXmgigqFjuioGi06FdE4+rVVPxv5m+IiuM9b3kIj0FURK1QDLMXspcAAOevXAMANMfFsFj9e9OBSCwaVTnHGj1j8iJHlLCMvBoCqdkQ1HuIahF626hopRonG7ZzLoRTb5iBGk3zUg89iNRNh+upYCoieiWx3HolihCw7/JU9u131CyZ3jqMR82ve2xjr0eFTJHB0e8nC2SfjGotjYt+z3As/x62pD/H1WC5KjFU2snQ3yYSwQtCPT+3HW+MbTj/a5cvybET2e6h03LsR9IzuDonyjNHJVPBg2sZd1XRFBVZXo3E+yipqGcSlVZZgDSnz1XK68G2Lq3Qh2pZ1rcHVHh1W4ybqiV6TCVxiDbVYklNbpyrHVEuBUP/p41+VKpkymgMPfRfylNE9BA6Mzkt6wKW/6bhUzMShdBST5bPr4gsb8WJCi5Us+44RMTzJzTyrlbkIniY6ZBhbJd7UgwZxj5gpeq35ov4jVGHcN+zExXQQZhab6UoUkxZtL8cZgXJfmOeOvvPTlRAB2FqfbfnYK/vCVMOGYZhGIZhGIZhGIZhHGFKoRzKvcfqoIdwTBQXjR+UilAz86LU+bf/6SIWv01pSUXeLpw5KyqMBXqwzM2JykErZNVpjDNOVU23w1Ly3sGFLF8+rAom3TDQMu9UonRDUXY4lp0vuqKaeOmCKFF+9A0PoH72FACgOi0xvymW83/vgowkDjL5vkIVSaIqEZ4jZCzVyN8aqdMyVjRyuWXnoiofLTkux640+Z2ClTAPh0qgXGU2WtJ+nUcOAIT0IgrU4YjeQHHOalSFw4Cl4XNHVRGVVynVLRk9dIJA1UiyPuHBO6lHwdY5nke9clT5ErAfkIpSJtG46JOj1dNCB8RU7fRa9DTqiFJoss5eYj9UGnKsPkvej8ey3VRDNgxOnkSnLffYq9dEkVYptGKY7EsbI3jeI82qqI4KT8+kAbst9hjQ2yfMRYmT+RsAgLWulqpnefk2vYYol4qp8lIlm/cBeqzGp0qh5QW5F6vc1rMfc3oAqW4n5fc+S9xnRY5qLDHXm/K2rUMF2vHxWQZPlVJH+iValO26ffpm0QsrzzK0O7KsWJWGR5A4fWzjzIZhGIZxGNkv76Fnbvzqnh4P2BuvoXvldsoiUxMZxt6wX8qx/VCi7YXX0L1yu3bdi5rI/qIzDMMwDMMwDMMwDMM4wjjvR+8V4pybA9AGMD/qWG7DLCyunWBx7Yz7La6HvPfH9jqYg8Jy0a6wuHaGxbUzLBeVj/vtXtlvLK6dcb/FdahzEVDqfHS/3Sv7jcW1M+63uLaVi0oxOAQAzrlnvfdPjjqOzVhcO8Pi2hkWV/koa9strp1hce0Mi6t8lLXtFtfOsLh2hsVVTsrY/jLGBFhcO8Xi2hn7HZdNKzMMwzAMwzAMwzAMwzjC2OCQYRiGYRiGYRiGYRjGEaZMg0OfGnUAW2Bx7QyLa2dYXOWjrG23uHaGxbUzLK7yUda2W1w7w+LaGRZXOSlj+8sYE2Bx7RSLa2fsa1yl8RwyDMMwDMMwDMMwDMMwDp4yKYcMwzAMwzAMwzAMwzCMA6YUg0POuZ90zn3fOfeyc+4jI4rhAefcHzvnnnfOfdc593e5fNo59yXn3Ev8nBpRfKFz7lvOud/j93POua+zz/6Vcy4ZQUyTzrl/7Zx7wTn3PefcO8vQX865/57X8DvOuc8556qj6C/n3Kedczedc99Zt+y2/eOE/43xPeece/sBx/UbvI7POed+xzk3uW7dRxnX951z796vuMpAGXIR4yhtPrJctKO4SpGLGEvp8pHloq2xXLSt2EqXixhH6fKR5aJdxWS5CJaLdhBf6fJRGXMR4ypFPipjLrpDXAeWj0Y+OOScCwH8JoD3AHgCwAecc0+MIJQMwP/gvX8CwDsA/DLj+AiAL3vv3wDgy/w+Cv4ugO+t+/4PAfxj7/1jAJYAfGgEMf0TAP/Oe/8mAG9jfCPtL+fcGQB/B8CT3vu3AAgBvB+j6a/PAPjJTcu26p/3AHgD//0igH92wHF9CcBbvPdvBfAigI8CAJ+B9wN4M/f5BJ/Z+44S5SKg3PnIctE2KFkuAsqZj24Xk+Uiy0XbpYy5CChZPrJctOuYLBdZLtoJZcxHpcpFQOny0WdQvly0VVwHl4+89yP9B+CdAP5g3fePAvhoCeL6XQB/HcD3AZzislMAvj+CWM5CbtAfB/B7AByAeQDR7frwgGKaAHAB9K1at3yk/QXgDIBLAKYBROyvd4+qvwA8DOA7d+sfAM8A+MDttjuIuDat+1kAn+XPG55HAH8A4J0HeU0P8N4pZS5iLKXIR5aLdhRXqXIRz1e6fGS56Lbttlx09zhKl4t43tLlI8tFu4tp0zrLRbdp+4hjK0Uu4nlLl4/KmIt4zlLlozLmotvFtWndvuajkSuHcOsmUS5z2chwzj0M4IcAfB3ACe/9Na66DuDECEL6GIC/B6Dg9xkAy977jN9H0WfnAMwB+BeUUf5z59wYRtxf3vsrAP5XAK8BuAZgBcA3MPr+UrbqnzI9B78A4Pf5c5ni2m9K2daS5SPLRdvkEOQioPz5yHKRUIq2Wi7aFqXLR5aL9gTLRUIp2lqyXASUMx+VLhcBhyIflT0XAfucj8owOFQqnHMNAP8PgF/13q+uX+dlSO5Ay7s5534KwE3v/TcO8rzbIALwdgD/zHv/QwDa2CRNHFF/TQH4GUhSPA1gDK+X5pWCUfTP3XDO/RpEuvvZUcdilCsfWS7aGYcpFwHly0eWi8qF5aJtU7p8ZLno3rBcVC7KlIsYT1nzUelyEXC48lHZchFwMPmoDINDVwA8sO77WS47cJxzMSThfNZ7/3kuvuGcO8X1pwDcPOCw/isAP+2cuwjgX0Iki/8EwKRzLuI2o+izywAue++/zu//GpKERt1ffw3ABe/9nPc+BfB5SB+Our+Urfpn5M+Bc+6DAH4KwM8xIZYirgOkVG0tYT6yXLQzyp6LgJLmI8tF5Wqr5aIdUcZ8ZLlol1guKldbS5iLgPLmozLmIqD8+aiUuYjxfBAHkI/KMDj0ZwDe4MSlPIGYKn3hoINwzjkAvwXge977f7Ru1RcA/Dx//nnIHNcDw3v/Ue/9We/9w5C++SPv/c8B+GMA/80I47oO4JJz7o1c9BMAnseI+wsiU3yHc67Oa6pxjbS/1rFV/3wBwN8UM3z3DgAr62SN+45z7ichktif9t53NsX7fudcxTl3DmLE9qcHFdcBU4pcBJQzH1ku2jFlz0VACfOR5SIAlovuSFlzEWMrYz6yXLQLLBcBsFx0V8qaj0qai4Dy56PS5SLggPPR3UyJDuIfgPdCnLdfAfBrI4rhRyDSsefe0iOhAAABVElEQVQA/Dn/vRcyb/TLAF4C8O8BTI+wn34MwO/x50d48V8G8H8DqIwgnh8E8Cz77P8FMFWG/gLwNIAXAHwHwP8JoDKK/gLwOch82hQygv+hrfoHYl73m3wGvg1x8T/IuF6GzFnVe/+T67b/Ncb1fQDvOejrecD3zshzEeModT6yXLTtuEqRixhL6fKR5aI79o3lou3FV6pcxDhKl48sF+0qJstF3nLRDmMsVT4qYy5iXKXIR2XMRXeI68DykeNBDcMwDMMwDMMwDMMwjCNIGaaVGYZhGIZhGIZhGIZhGCPCBocMwzAMwzAMwzAMwzCOMDY4ZBiGYRiGYRiGYRiGcYSxwSHDMAzDMAzDMAzDMIwjjA0OGYZhGIZhGIZhGIZhHGFscMgwDMMwDMMwDMMwDOMIY4NDhmEYhmEYhmEYhmEYRxgbHDIMwzAMwzAMwzAMwzjC/P+s24j534NZ4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bid = 0 # Which element of the batch to plot\n",
    "\n",
    "fix, axes = plt.subplots(1,4, figsize=(20,20))\n",
    "\n",
    "axes[0].imshow(get_rgb(x, batch_index=bid))\n",
    "axes[1].imshow(target_heatmap[bid].squeeze())\n",
    "axes[2].imshow(instance_ids[bid].squeeze(), cmap='prism', alpha=.6)\n",
    "axes[3].imshow(pixel_semantic_annotation[bid].squeeze(), cmap=cmap, vmin=0, vmax=20)\n",
    "\n",
    "axes[0].set_title('One S2 observation.')\n",
    "axes[1].set_title('Centerness Ground Truth.')\n",
    "axes[2].set_title('Instance masks.')\n",
    "axes[3].set_title('Semantic labels.')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PASTIS-R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading patch metadata . . .\n",
      "Done.\n",
      "Dataset ready.\n"
     ]
    }
   ],
   "source": [
    "from dataloader import PASTIS_Dataset\n",
    "from collate import pad_collate\n",
    "\n",
    "dt = PASTIS_Dataset(PATH_TO_PASTISR, norm=True, target='instance', sats=['S2','S1A','S1D'])\n",
    "dl = torch.utils.data.DataLoader(dt, batch_size=2, collate_fn=pad_collate, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "S2 time series: torch.Size([2, 43, 10, 128, 128])\n",
      "S1A time series: torch.Size([2, 65, 3, 128, 128])\n",
      "S1D time series: torch.Size([2, 70, 3, 128, 128])\n"
     ]
    }
   ],
   "source": [
    "# Loading a batch from the dataloader\n",
    "(x, dates), y = dl.__iter__().__next__()\n",
    "\n",
    "# When using PASTIS-R with the three modalities, x now contains\n",
    "# one key for each modality:\n",
    "print('S2 time series:' , x['S2'].shape)\n",
    "print('S1A time series:' ,x['S1A'].shape)\n",
    "print('S1D time series:' ,x['S1D'].shape)\n",
    "\n",
    "\n",
    "(\n",
    "    target_heatmap,\n",
    "    instance_ids,\n",
    "    pixel_to_instance_mapping,\n",
    "    instance_bbox_size,\n",
    "    object_semantic_annotation,\n",
    "    pixel_semantic_annotation,\n",
    ") = y.split((1, 1, 1, 2, 1, 1), dim=-1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bid = 0 # Which element of the batch to plot\n",
    "\n",
    "fix, axes = plt.subplots(2,3, figsize=(20,10))\n",
    "\n",
    "axes[0,0].imshow(get_rgb(x, batch_index=bid))\n",
    "axes[0,1].imshow(get_radar(x, batch_index=bid, orbit='A'))\n",
    "axes[0,2].imshow(get_radar(x, batch_index=bid, orbit='D'))\n",
    "\n",
    "axes[1,0].imshow(target_heatmap[bid].squeeze())\n",
    "axes[1,1].imshow(instance_ids[bid].squeeze(), cmap='prism', alpha=.6)\n",
    "axes[1,2].imshow(pixel_semantic_annotation[bid].squeeze(), cmap=cmap, vmin=0, vmax=20)\n",
    "\n",
    "axes[0,0].set_title('One S2 observation.')\n",
    "axes[0,1].set_title('One S1A observation.')\n",
    "axes[0,2].set_title('One S1D observation.')\n",
    "\n",
    "axes[1,0].set_title('Centerness Ground Truth.')\n",
    "axes[1,1].set_title('Instance masks.')\n",
    "axes[1,2].set_title('Semantic labels.')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PASTIS-R Pixel-Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading parcel metadata . . .\n",
      "Done.\n",
      "Getting geometric features . . .\n",
      "Dataset ready.\n"
     ]
    }
   ],
   "source": [
    "from dataloader_pixelset import PASTIS_Dataset_PixelSet\n",
    "from collate import pad_collate\n",
    "\n",
    "dtp = PASTIS_Dataset_PixelSet(PATH_TO_PASTISR_pixel, n_pixel=32, sats=['S2','S1A','S1D'])\n",
    "dlp = torch.utils.data.DataLoader(dtp, batch_size=64, collate_fn=pad_collate, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading a batch from the dataloader\n",
    "batch = dlp.__iter__().__next__()\n",
    "\n",
    "# In this format the batches are loaded in the form of a single dictionary:\n",
    "# S2  : (X_s2, pixel_mask_s2) of shape B x T_s2 x C_s2 x n_pixel and B x n_pixel\n",
    "# S1A  : (X_s1a, pixel_mask_s1a) of shape B x T_s1a x C_s1a x n_pixel and B x n_pixel\n",
    "# S1D  : (X_s1d, pixel_mask_s1d) of shape B x T_s1d x C_s1d x n_pixel and B x n_pixel\n",
    "# dates-S2  : dates of S2 observations (shape B x T_s2)\n",
    "# dates-S1A  :  dates of S1A observations (shape B x T_s1a)\n",
    "# dates-S1D  :  dates of S1D observations (shape B x T_s1d)\n",
    "# label  : labels of the batch (shape Bx1) \n",
    "# geomfeat  : geometric features of the parcels (shape Bx4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch",
   "language": "python",
   "name": "torch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  },
  "toc": {
   "base_numbering": 1.0,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
